{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析本地图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'categories': [{'name': 'people_portrait', 'score': 0.98046875, 'detail': {'celebrities': []}}], 'color': {'dominantColorForeground': 'Black', 'dominantColorBackground': 'Black', 'dominantColors': ['Black', 'Brown'], 'accentColor': '0E0505', 'isBwImg': False, 'isBWImg': False}, 'description': {'tags': ['person', 'looking', 'hair', 'dark', 'posing', 'staring'], 'captions': [{'text': 'a person with long hair', 'confidence': 0.4094853103160858}]}, 'requestId': '40827b34-fb63-4b55-a91c-b53d01c26aa2', 'metadata': {'height': 635, 'width': 500, 'format': 'Jpeg'}}\n"
     ]
    },
    {
     "data": {
      "image/png": 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cWVkQKU232WA5btFMGiSNJrsnJ+ycDsiomR9vbhRKMRKLsa7iw30flAIcPmMRIS8K3nrzHoPTPq6sF4tHi1Tg8otCiIwBZ9HiKKHKs1FoBYE4IqVxSpPPhYqPBmvlAa6VTxNAxC9o5WlQ6hlReEGKpzBrr09rTXmBP180V2oCQ6R2kF+tuV/veJoKcNU/rlqtzi83gsAT8LoCtdIe6NaWZ7SiyEtJXhdNlvoFXtXq1S9OUNahlSNQjlYSoZRiPLOgNMZorC0X3llVeRhgnHjAJBHLnQ7DyYQ8zYkR1hoNfvjWG6y2NOXkgG+/c5crV7aI2sv8/V/9hMefPeZwd484iJikOb0bN5BOh7/64GOe7R8ySDMmIpQodG5QKAKtCYyilcQoNGXpc7ZnRU6pvP1tnAe2UwLa+z6I4NyZ+hccx9Mx6UzTMlOWWjkrrRbD2QRKS25BLJXw8WA9o1hrmUnlM/lo6iydsb6+RqvRIBtP5k7snJqsLjJKzxPOFIpSwUy8A4sIgQiNQFOgyB24SrDVqboa5dN8ncMTLkIUhJQWCnuWY6BkgeVSC+C/oFEWcbMY/Kmd5le114J88eaL6t8sEPD1ijLKP8iJRYkDV0mFWl3WgPYeHrVk1agFPtZrDlVNiDebKxZFQMT6gAyw3m3RaDd5cXTsAzWBwildAeTM5gaIHCxhWG91MI2Ik3RCmhc0wpC3tre42goJp31sNuXGjXU6a1fIw2X+n//4V+zv7NCIOzSTBgenY2zc4PNHTzjJS2alIxcfOLEaVCAkThFiCBUkYcTW5gbTrKAQOB70IXOVtweldpXwAJy3eU3FY2oFURgSBBpblqQIaZ4zLQeo0Sk6DEiMRsrSpyNX0rwiYF9mmpT3oYz4+EdZlKyvrnI4mYBob/6peSzUC4UgQNuSEEUjjLDaInlBWs29Az/2SqFLrzG9HBcCzlgg/3yF0d60tc4iohaYAzUXZK5m2LSeg/cyAXgZxfiq9qU8+cXQ6iIhf97jVYgr579XXYGF8/VgiwOUpsp0xgnz86oKzxl8UMiJz8vWOD/xRrHRbXP9yhaPX7wgLTy/66SkcKa6h6AroARALzBsRk1a2tAfTyhtxu2tbb577w3C2YDs4BlrKx2+9953SF3J7uGYv/nHv2M26HNzc5npzHlOPMt5cTxghgLTIEkSyCYEUvrFXSoaBgJriXWA5AWPHz2m0JoCKqZIExlDFMe0AkMQBMRRxHg0ZpamoBSZtZTO4cqC3CowGms0LvC2tiodlBZ0/b5+/Oqg0WU60TNK1U8RTvt9rmxs8vmzZz7/hSoNFyE0mkRr4iRhOhoSO6ED9Lpdng8GnFqh1AqxvhAkMZBV4thpjRKLkhqcfnWpSryLOJx1KB34RSI+SFWLblWNk7N2vggWcQY+AHRZouCr2peG9euHzJ1EOPeAuW0tUtnVZ7q2li3i6pSqmnIMKudRV7Za5dTUP0UwVW4LVlDiMOKItWJjucv3vv0ue/uHnIxTUgu2fpYTjHhHLlHeFl5rNdnodnC5ZTA4BQVvXbnGd964y/HzRwRZn+21DtdvXOH54ZAPP33E7vEYFTVY39qmDA2Pnz/jNC/olyVlYAiDiKJwpNkYsSWJ0dy4ep0kCGk2Qo73j3ClY5ilWGVIcVjHnG0IA0MQhbSjiCQK/fuHAb2oQ9JoMJzNGKUzcoFZWZKWJbn1KcbWeEJRVU6s4J3tMA7JiwJb2TqXyrUFf6d/csKPf/hDfvbLnxNYy3Ice4ZCedt5a3WF4XSMwtHSilWjaDlHsrLK/ZMTUhS5tURALwhIpYo6Ko11ap4KptUCRVmbH5XtXg9IrYXmgtS5yuQ6n/B3kUa8yLR8LZBDFVIWmXOnF3MLaspQ4+asx/ya2gmtpXitT6sXY6HDpSt9vrbUBRhntrUGGmHA1fVV/uQH3+fR48d88vAxo8KSiwGEwPpFFivNWrPJWhKTAE2tkTRlXOSEnQYNFWCmGf2HD5DZCdeur3D79jZfPNvh4fMBuQ3p9VbY2r7K0WjMLx4+YzwrKDSUQeCz+bLMMxwa4lCjjGY4HjEsLEZKVOkwQUQQxwiGyWTi/ZiKbitcySz3dryptLZxEGgIh7piKwSn1JzR0misq+z3ueNfz43gSuv7pqpo7pyeq/6nzv42SjM4OaHXarPZabLWaLEaNkgnU2ygaTYTWknM58MjtroJ6802DQuzyZQbNzYYpCnPBkNCBa3AcG1thelsH2VBtCF3Qi62ogU1UJm0+PRt63y6QY0rL7nraqiXiyLmZIRzcy1V+3tnLuerpfnrc1dqasnflTpqqRY6UKe+1qlGdeBJV2aHmEUzp6LvVGXyOO/MatFe0osP/NSUoFNgUTRwrIaaH7/zNsoFfPTZY06yjBkBYjTKeds/MZZb3Sbvbayhspzj8YTjac6wtJTaEZYZHQw31teRyQlLvZh7795j/6jP50+OGY8Luist4vU1PnjyjJ3jvi8qFrBWKC1YrXAoCu2faUtH7nJSZ/37YOg2mnSSJsf9PlNbYLRGtGcjWkrRiUOMszSjiDgMacYBgdLgHHmao8WnK4yLgv28YKgE7UoKUZQEoEwlDKUKEAm6FAI0Wgmacq78/XwprPKLS+H74SYj3PCAP3pzm7tb20z2jmglm3z+5At+9Mff5f1/fJ/b3Q6tZgxGKKWg123RCKe8d2uL44/HKCxbTbixZBjsOZrGMHUwQpAqThIagy1LREGsDInSvqopCrB5UQn0M4aoLunzefBn2PGmc+U7VDn1SinvwyBni/h3BXktZWuV4cRV9tX5vHJVORv1T+9K186Dr2ipm+DND2oPmjOuvF7JiyZQIo5Ew9bGGpkt+PnPfsqoKMjFl34p50iwJBreWF/harfNeDKlFOGwLDlyBbm1NAroJSFXltqk01O2Vla58cY1fvnJQx48fIZIQtxbYwB8+Oln9NOMDHCisLJQrWT9Oxvly8kEQVmhKEufG6IdbjYiLWY0jNBKInQYoAW6Scxys0HoLDZLiRNDEka0khgtghLLaGLQUYzRiqPhkLYoxspwMpoxGPuCZyclGql8DkUzUDQjQ8so2kmEtjHGRKSlI7e++v/UWvazKcoKgdYYHKPBCX/+L36MHU8YikWs44c//A7GFLSaljs377K/u8M0m3L71jXSYZ9uI+Lu1jWevXiBk5IbSw22l1eYXnW8GKTsnU6wGEolFdtWm7Teb1D4oE9eFvM6VV2nXbuz3JxFwVynldQm7WLaiLxGgn9lkF9Mpqqb1prSlp4JuISU9ypHec99fr7OTz+Lei2Wv13MMFNAA2G506bZ6fLZ46fsnBwzE4UzAUaEGKGl4OZajze3NhkPRxyOpgyKgn5ZMLWOplLcWl/jj27dZDI8YjQboRoN3v/1p7w4OEGUptvrsDeasjM9ZeosBVQSU5HrAJzFOB+hTIxBiyUOFc1m02sd61Ba0Ygjz4pUQTAfKbZIaWnGEUEcUaQzgkabJDK4ImdwMsSVBTbPabUbdJstlleW2Lq6hkQNHuzsM+tPEK2xCkxgWF9psbHa5drmOptLPVQ2Y3iwj8syChXTW93kZDTj8e4h+8en5FmOiEZX/EegFIEIvWbEYHJKq5swOh1y4/YbfPCzn3Ltxipr621OjuHNW3dZ2Vhn50lKt6G5uhLz4/dus7t7wNpSi83r2xynis9efEahBAkMzvnkrzCKKLKsAmeNHQPOVWRFlSqyUINg5Xwu1Bmezn4/J2jPkR2/I8jrVuea1FJ9HiGrrSHxE3wxEuVsHYyoO+S967qqf/F+iyzOPJRLxRrogC9eHHFwOmCYO8oquhECTaO4vbHB7SurnPZHHPSHFEHEcOIDMm0N9zZW+eHb32K094KDgwOCJOTBo0eMswKJG+TKh+GPy5SJ8kEPlEI7h0ERqxLlLBFCW8NyIyZUAa1GgjKGWTpjmmdYcQzGEwoRv9sAVKVkglWVjyKeSguMpi0+CtmIQppRSBK1aCQJcbtFd3WFF/uHPHvyiNJp3r1zm6jZZGllifW1Lje312jEhsAohoNTnjz4gpwQZwJOTcDO4TE7B0ccDsaM0pLUKZwKUM6hEDbWV7j3xk1Oj46ZTSYoFL21FR4+eoSIcPONu2gVYDorpFGbnz3Y4cH9p7x7pc3S+hZv37vDk6cvOJ2ljKTgi8MXjKRgqmAmDlvhJQgCojAknc58Dk5ZegqxDjyJt8lFKdCVmVI5z1q/nOeyKGzPLInXty+tDKpvugjuxQdWn6zAXe8DUklsZeb5CHUAqaaR6vteVjVUP08rRWE0/TRnNsvJnFCoAMFiKIjQdKMmS+02xyd9TmYFMxMyTjNya1mJI95eW+be5gZHL56ys7+HFJYgL4mjiLDV4rRUDMYzTsqMmTi/jYPyVfchnqVpaaHTbNBJQpoaGkFAZALKwpJlU09rri+hjSIvciZ5xnA6pdloEqHRWoibMbM0I81zlA4IAkOctNB453Wp3ebq5iZ3795hms7QRvHW1g3e+0ELQ8SsnPoAVlHgiowvPn1Iv3/I871D9k+GnM5yprkltTDVPtHLgXdW8VFK5YRAaZZ6be7cusnx/j4BGUVZEsYR1jkePnjAnTt3aLQ3eLazT7+Ief/DhzzYeYESjdgJ734nZmlljbFVqFIwVljt9nhmThnOZnPp6pwjyzKiIMCJIw5Cz0HkC1VfUsU1KhjVHDlyuRnyUgrCHKxfE+Se5bBzSXtZ/kntUOIqkCuFKF8A4IkVNQf4WUKOJ/qtc5X37Y0wcZXk11WGo1ZMBaZZhqPKMlQKLYpQfLCl1emyP55xPOwzzB228KH+1UbIv3jrDs0s59njZxQCMSHNXsLKSgfrEj5+vMOTccopigKhVJ6njxBvJsUh1zfW2d5c5db1q2xvrSP5lCKdMDw5Zff5PqiAWVYwnk1BhLVeQtTo0WwlrCz3aMURWiwKR2EhanQwUYPcOiQIcQJRo0Gnt4QOQtK8oNQB/dMRJ8+fs/voC8rRKbEIOjKcjEaM0oJWq8P2tauISUiLIZPcMSiFDIMrvcNepUF5T0mcd0oVrC2vkOeWf3r/Q65dXWc6mdBut3n+fIcbt25x8/a3+PCT+3zw6Wc82O8zyB251SgtxCcluXRoNDv86I++zZMHn7Pa63J9c5Nnz06YZpayyCmptiNRijzLUNaBtmC8H2MdODFe6HFJJmFl3jhx3hW9APxFgDsR1IXC9q8M8ovVGRfpw0Ub2jsG3kP2mPZ1jFSc59m1Git10dUZP+rDPXIm9bX2wJbqObi5XqrqYchLy87xMTNXenZHRbREWE403753C5WmPHm8Q6k07Tjk5rVNbty5xsHpMX/9i4c8H08ZAIXSGIQESCpabKOd8N6dW/yLH/2AdjcEHEYJw37J6WBAoWbYsEApRafR4NqtTW7fvEazEaGUkMQR3U4LoxVhGJHnJdO0YOfFMb/89afs7h5QFik6DMCEWC1Ms4JpmjGeFhTOoJVhOdRc6cS8eW2da7eucZpN2e0P+cUnj/jo089otFpsX73KvU6PX372OUfjMXnpUMpQoH1OinKIc9iKfkzLnI8+f0BDgd3vI0XBwdGIMG7w1nvf4+ef3Ocnv/wFR3nOSVZgrSbEIJREQYgxDVxZsNpO6DdDCBTOWZIoJNSKRmCQ0vnszspBLK2lt9RjNB6Rl6U3T5SuGCC/GC9aClrrecIdc5y9HOEUJy9HeH8XkF/c6/Ay0l1rT2PVn6uLlBcTbs74zSqUz8urEVXx7pXJYF1NJp5vAmTKkYuD0leiO6UIHCxp4Y9uXKGF4/GTXRoS0Elg/WqTW+9sk0nM3//qMfezgmngF5KxliawpBVrDcOd2zd4+94dtrfWaLYDSikRcRTA8XjGXn9C2EhYvX2bdtJGO6HMJpyMjuiPFc1Wm+VojVF/iojmwcNPebazx3A4Jp1mlKVP0Op12yz3Oly7doVGHNI/OWY6npKmwuPnh2S5Q5U+rK7NjNFol80rW9x6Y4vN1Sb/+f1PeHowYDgY8cbNm/zr73+fx8+e8fnOU4a5ZQZkFZeM9rGXUsPzkyOYpXTjmHwyIZvMCJTij+69yf2dXf76/V9wkhUUzrNpPaNJlJC0Y37w5h2a7YDVzXwfa/0AACAASURBVBU+/MX7rKws02g2sGXGUrtBfADWaQLNPG5SIBQaZmXBrCqSrncK08pUlODiTHvpPicnFnduWLDHF23zrx0MehUpPwdb/ZCFbLFFp1Kbyt6uV5r43ASzEJadR63krOraaOVXe52+eeEFREFZk+5VdwKlaFJya22ZtUbCbx98QVEIK702d+9s8p0/e4/UaP7TP3zM0/6MQvukrSaOFrASJVxZbvPG7S2+/d3v0FtZ4nQ84rfPdzmeFhwfn/Bid49Bf0AYRvTaHWxRMhtNoShZ6zVZW+uRLHUZTPYZjD5m//iUySxHidCMIrqdNs1mh2Yjodlo0GlGJKEmw9BrtrjZaROHCmMCvj3JGc8yuu0uSRLSaJRMxiOcCFEU8K23btJZWuJnH33B3u4BhztPSI8OuHVjm+4b1/nt8xfsjlJvmxu/mBEhd5ZRmqKd4MqSVByFdfRaLYYCv/7oE/anGTMTEiA0lGM5Cdle6nH9xhZuMuHF/i7v/vAdHIrBUR8nwvb2JqiY3z58SqgNSagJtMGhOJlOCaOArChIS4ut5tBnKzqvuat41dwMxid3ici5zNXax1uMeH7ZrgJfCeSLgF48Pj9/wds9I+8rerAK685D/gt7JC6uQhHxdJL13rl/xiUdW8C30hCIInRwvWu4vb3Fo6fPGaQl925c4b//8Q+5+eZNDmcT/vI//xd+9uFDMgVL1hEoaEYBvWaDd+59i+X1ZXJV8A8f/5ZCYGf/kN39fSaZQ6wjVJpQBCMZp0cjYhNgCDHK8HxvyLO9PiihEMhQTJ2QiwJxhJMZL6q0AlE+FO/wmXkNo1luN1hf6rC22mM8PaXT7tDt9bjeblJOcxoSkSRrLLW79NaWaCaKm/cCfvD9H3FwdMiDz+7z5LOHqOKUdua43mrgSnDTlJmDUvngmhJFSRU7sUJqPb8fa8PHj77g4OSYTBRK+djDtZVl3rt5jdVWg9nxCbtPnnLt+jpho0VRKPonY2xR0Gwn6AjiboOT/oRlrVlb6uGqHTTGCibWj42rIuE+Ymt9QKvCiKKe2JeF20WM1Ri8SD1fbF+JQqwjnvXNX1IPSs2joIsPdQvk/cWOna3YShhXqD0fun3Zaa5VoMLv/qTwec+dIOTGapPnO8/ZG0xZ3drif/8//jeakfCTjz7ir3/yIU8OTilRNBoRy9bRbSesbS5jUTw/PeLXL55xMp0wGE3IrfNBIKVoOEeI0DLQDgzN0BAEfu/APM/JS8HZEmMUXTRRI8SFAWVoyMTRH07IS7BKkytN5oTSOXI86IyFg+MpD0+m6MeHPmGNPQINcfxrT7uKI9SGhjasdBrcuLrC2zc20dMpGEcjDrm+vcRg/wg3K2mUJUtxxKhwuNKCuCrDD3B+7HyI0W+50Z+l2PGEEs92RK5ka3WFN2/fYDg4YdQ/4J21qyy/eZc4irAOut0VstmnDAYDCitMsynt5Q7pYIwOQzY31tBWcfXKNr94cJ+T2YxSqpSVOuIjMo9y1nN9xsMtAKGGSC25q/ri+u+vvU3c4kN0BUrrHGVVCHEZ6Bft+IuV+4uSe74I6hdb2NbC5zKcBQMuLmhRoF2Vr6wgVrARhDBtMjw9YCmEv/iT7zGbTvnrn3/G3/zkF0ymqQ/GoIm1Yavdodls4jLD/Z3n9LOMHIPoEKsMCiHB13ouxwlr7Q4NpYhDQxQGTPKM0/GEQFuMzonjiEYUst1psrraptWNCELNLMs4OU6YTuHp8YTdScGQgBTBaR8kwWlK0ZQKxPkAmkKjXMG4TFEC1gRoKTFScDCa8nDvhPd/85xYhK4uWIsDVttN8jRjfWWLyfEek2mGxhBog/U4x+KwlVR3yvpNQ42mqIpJjdNEGtqxwYQRP//sIYPRiCgKkYnlzuYSscpxsz5Kp5hQMZvmoBVmlnOjt8L9YB/JDY1Wh5gc5RSCJQ80RZW0oZTCOL/AqNk0VQktXQm/OjlrjgN/ziwUTXjS4swx/Z1BrhfQtZhiexm3fZlq8arnzGEQOGeLL14rFV+6eO4csBdsdicWq5l7tAE+R2I0OiUrSza3Nwgabf6vv/xPfPzkORrN9eVlyryg1WgSBgHpuE9RZGSiWFpaZjocEipFWVhS6zfdEcCpgFGocTZHpSmqyImMIg5DtLXEBsJYsdpLeOftu1zf6LG01KTRjMjznNkkI+q2yLTi/v0ddnb7TCYZaV6wezLiZJwyVcJEWzLl/BZxypeBlVWyhNeUPmfG4rCiKC1MJxlGCS42hEZTnMzoNhIGwzGtTpdyvO+dPhSF8szW2U4Tgpa6sqv2iyppqTTjwjHb36+KTQRTFPzk8Igvxqf8STvhT2YGVbaQmWFw2CdpJBTDIautJbabhiIrsWXKzbvXmQ5nhMbn5miUTySzDr/tiJ4X43jNXgWI3MKxC3hYxI63x91LgvArg7y+0cWHvFy6VlfuuJeuXUzT1VXCkJWXwezt98sBfkmnEKqccfzEOOdIbUaGMLbw//79P/Fob49eu0NDNLoQEE2Mpt/v02wG3L57h7jZ5dHuHjuDU8o8Q4kj0hqrfTVPUVrySUYJ9LSmYRSdJKDdCLi2tcGVzVW2N9e5fnWD9bUVwqBgNhuRziYEWjEb5wxOMlzcpttZJrm9jBNNEBrGwymns5y9/ohne/vkRU5a5JxOZ8xK6791QgVY9IKzZnBo73hrQAmHhaPbbdEJYw6Oj9hea7C6uYE+OsZlhS9D8zPnJWWlo5XTKF1WY+7NQL87A6RW0GJpGcXW8hItE7CXz8hGEw5eHHB4cMDxsE8pjtHJGNd2BKWjZ4Q319s83puQ52PWt1bo6wGhUVD6/VH8fo9+cdUh/HNM24LJuqj5gblFcf7chWSXC+0r2eR1qx902d51csmmQs46v6WCUgRBeOYgVBsD1Tsf1WqolvSvAnqtokT5CQnESwWnFZlypM4xFsXjowFh6egsdWi1Gkz2j3FZTiNOKMqc67dvcu+9tzjtD/jgg1/SH44xWtFrNWglMaaRcHjcZ+YytBM6oebKUpvtXptbV9a5fWubja1lllY6RHFMd2kJBKazKcPRiP5pH2xBNs1IsykHL07Z2Z/yaOeYkVUMS4tOIhqRImm2GQynRM5wc3WdKArop2MGkxn7gyHDPKcQYaaqoFu1rKWWegiZ0jwfjOldX6K1vsHO0QFD5wh0QKJ87nnoBKccorzjWVa53Bo/HaXzSWeBwu/VAohWBFFIs9Vme3mV7XxCbl6QzEbsP/2MSXYCoZBOMtrdJU4GY1qNhPWVDiub17CRI4iEtfVlGnFIpHzBdV0sAWfa+2Lqttdm54Xgovlb7wZxtj/nq3H72i0pkiCUl7xXdcmOVkpVCTf6HPBxddRTz9UQynv6i9QQUGUsvnrzx3Pmjfb544mOyJWvfF/WClVqxhpCHbIehoTG4rCETtEKIpqNBqbTZCyW3f4pxWRKLIq1bputrQ0UioODQwbjEVmaESroJiHbywn3bm5zba3HUjvChEIYK6IkJEja6KRN3FkmTFrefi6mpJM+s/GIclZgFMyyjKN+zrQI+WLnkMfPdtkfZhzPZowdiCgSpQm1EMUBojWpdWRlSSFCJraKEuIHEV1BxGG0IRToakUvMsR5ThiGGBNRWEeWlVgchSoptSEVxaS0OG0w2DklG2pFQ4d0ohhbFIxdQSFCjGIlabLaMLTTKZu9iNvv3OP4ZMzeox1MEPDW977Hbz/8NZQp6zdW+fa3/4gyLhFdcmXlOv/xr37K3330gNMSZq6cm5t6wadb/LIGwEe3L2zuaS5QiH5h+FSRWfE1tqQ47yT6wayBdi7aqSpn0dlzklxXtrhz9hwl5Kqo5uLycs6eXzRAHcUQQJRD4b9uJRRFI4hZX1vj6LTPLC/JlOdlA3zOySyfoSPD9voybRMwmaZMioyT/SGHkxkORS8O2VpdQZeWvecvmKU5UaDZaDSI2002Vru8cecmV7barHUbuHREOj3ldDqCidBsNWmKYMSRlpa4WRInHcQaustX6S5ZxsMhRTEhKKYsrUdMhzPWW5Z3rjQYlA0+e/aCj57s8mKS+T3IAclsVU3l4RwECoNGKe+sO09DVdJL4WM2Ql5aptZ/iUpqc+IQmsbQjQKUK3BBzLBwpOIIlDCoHlDb49qCdgVKHJ04pBu3yEthNk2ZTiakM2HNQDLVHO300SZiOikxEQwHfUonDKcZ6cExd2YTrl9ZZ2fvGUVZcvPmdRqfPGLiuWRCNEpVjqjYBdbszJyiSsutMeeqazW+GMOJrbZDuZxu/MogP7OFFtJtq//mjqkIWi8Gj+pvN/BAXVx1rnJAUWfPUBVXuOjQngFdnydPBZom5MbmFmmZ4/KMoCoTiAJN7CyqzDFG0262acctpqd9JqVlfzyhn5eURtPUCmUt/cNDlppN2kmLlW6bbivmzrWrvPnGdTa2VuisdBBlKWYjjl+kSBETdyJEBajQkDmB2YzsdEKSpLRXhVa7iwuaNJotJFkhm4yZnR4y6B+QzcZgHCaAVpbyzsYya40mz0YpX/RP2T0ekOYlJY6i3gbCCaH4iQ0Cnwvki008KCwKI0JDG1oarIVSHFIWrLYSrrYSliLD6WTG85MxbeXrOGdWU2AxShGi6AYBHQ3ba10215ZptTt0e8s8e77L/sEhL05HFEWB0xH9kyFB3MCZAJcXnB4fUlpLKQFZZumfjrmtNzEYHjx8ytXrd+i2Ew5mI0T7Gs5AebPLVQJx7hvUOILKQfXYMco7qiI+z0krTRBWOzR8XZv8op20SBeed0grcv/C8RqbF4NKNTd+0VS6zMk9t3WQ898l1I0bZCdHzIqcWEEqDis+vB8qRRQaEhMQKcPxJGVQwPFoOlfRgqftlpc7bHYSlhoRBuFb37rLG29ssb21gTaOWT7hZPSMmBhtSxpRRGiWEB0QJi1EhDQdUWYp7RjKbMzJ/pTxaZtOb51Ga4Xu8gZXrq2R9tqEcciTRw95tvOC44M+5ciCilFxm7YKuNru0VIxx0d9xi7ntMiZqRrobh4XUFUiXKB9VZRyQqw0TWPoBJosNoymPmEsChTXry5zY6XHR598zrWVFuPxCCOG08xw6jzYYoQusJ4kNAQSrbm+tclgPEapkjDyDm/mFKNcmE6mhGHO2toag6M9z/uXClsGaBsShDH9wZi9/T67+xm3v/UDtrY3+ezkFGs0qvQ+1WLZg1ROaBAEVZXVWXEEXL5z8bkvbPuvAfmXhU7VoimykB9uLtronIH8Mk/h0vsrAJ/sEyL0TESQpTRCuLK9SX86ZfekTyFChKDFEccxjSQhabVIUeweHpFai2hFbDRrvR7fvXOXbgSHT++zudLlj3/4fa5d26S0U04Gu5SuwInfG7wnGslzijyjRFOoiFm+h7WWdDqlzGasr/SI45B0NubFYESaK4KwTZR0uHrjBlvXt1hdXWO52+PG1Tf47W/u8/iLpzx99oLj3X2GFsaimChFZjRhEpGUGpfl6NLidL3fjfiCbeNZiqCyR001maEIQYAveLYlxpXExhKanDu3NhiOZjx/OibSIUcl5FbR1AExlm4UgQh7h0OenUz48NEe02xGXhZ+R64q+3NaOHRhCcuSbiOl3Uro9Do83x+hVEiRCcP+gFFX00k6HO3tMh4OeevubX7y6X2ftKcClDJoVaJqKlNkruG9Vpdzm8Ve9n1BSvncfPN1zZXFwM7F44vfAVQPvlrooHcsqz1TqpU4/2qWBTtrjuXLfq+oJi1CgqOrFCuqYKPb5lvfuktraZm//cef0taaTq+H5DPiOEGZgCCMGOUZu0fH2LIgCg1XN1e5u7nJ1d4Sk9ND1Czn3/z5D7h75xom0PRPjzg6PKLVa+OcEJuI9dY6iXLk6RQVNCitonQBKvAqXmKHKSynWLLhBJUnmCBhOTFopTk5OuLBeMCznQdc3dqAUrCZY6XbY/u/+1PePh7w8IunPN47ZvfklBPrOJilzCY5xoREOgClyJWlrmOsg3I5Z0UpzglFkVM4RUcXxHHAbOZwaYYBSjuj2wvQojFbLSZhj4eTI3oKOsbvfTOeTTmqUhEsBUGW04gjOu0mnXaTaZYxG02x1bfX9Zox6XiIKzNoGUpKCmtpJxHNUKGKnMBBMwiZDk548/oVNhoxw1GKFe1TOJSd+xacA7CbO541SVFvOXgxjO+qjU+/FsiDaifby8yKi1sF+FabKfUeeFJtJuNzVr4CA36uVUsHrf3Wbl0tvLHS4T/8xb+jsbzE//l//yWSZ9zc2CTLMqxAbAKu3LrF54+fsHt4hEK4tr7Cv/zzP2N7Y5X7H3xANB3w4z/9LmsrbdLZgOPjXcRolpc2efOtd4mbDaaTKc/uP+Tg5BRaCVGSkNuYRzsHPNo5Zu/giOl0Spo58qJyBpWj7cSnACSG1W6Tu2/c4MrqKhtXlsjTKUf7B+w/P2A0mNJoJMRRA1GGq90WVzdWsSrm6e4xj/f2Ocpzhrak1L5kzEld/F2BQfs9E1W13YUVIQgD7l5ZQemY57tHhKrE5gVaG+JEkax3WOkkvJgatBxwvdsmNnA0TJk6ITMhoqCtLa1GzL3bt7m6sU4cBHz65BlPps+xRUGkNRsrS5TjMTNXonC0WhGFdmxudAnIOd4fEoUdNleW+M2vfsG/+/f/Ez/81ts8f/9XpMrXHdRbT6iKFgW80y0OtWim1JVni6aJ1Ibs65H1lRzP84EfM99HxW8Y41BKqn321HwVKqWgqlL3IBdE1epGXk9sVk2Bz05EiELoNWP+5Z/+gKtbq/zNB++zd7DP0soKzWZClo1pJTF3v/0uv378hCeHh0RG8927d/hf/+d/y3H/hA/+9m/4/tt3+f7bb+DSPid7TxEUcbPJ1vY2ZZ5y+OIxewdHZIUgGAazGQ8fHfBs/4j+6Yg0zTCiCbXCKCERWEpCpLSEQUQQ+BzocZrx4GjMk9FDmvd3uXVtg1tba7xx7S6d3jbHx30ef/6E33yxy0wbZk789swISZJgjfMmk6tKxJ1GV98sYamilyhiUTSdIzRCqH31zfbVLdY6DboypMgcm70Oy0tLIFOyPMeaDk/39mgHAd/Z6tE/PgGlibSiZUJyV6CVIi0tHz19xq8ePaVIcyTP0WgiNEuNiFgr4lBzZfMaJ5MTeqbgzjs3efPWHT598jHDYcrotM/VazcZ9ft0Wy2uXbtK/MGvmJFjtaCdVLurGQ8LEZSu576yJHS1s5ZR1dYV3lGtN5yiiuR+LZDDJVlei07lAhh1NfB+ZwU3ZwDUwmafr8svuKz57c5KWkqxogN+9O573H7zDv/064/59W8eEUctytxyND4kjkO6m9f52cef8+RgH0T44+9/m7/4t/8Dn/zy5xRlzv/y7/8N7cjR7+/SDGLWVjcIo5B0NuPhxx8zmhZkNiTLSybTKc+e73A6GBGZkK0kZm29Q142wQoNA+1YI65kuddlqdtmZWWZsN0ijBLSwvF0Z5/P7j9m/7DPw98MOfriOfc7LcKkRae3jFnZQKaW/eM+wyynFPEFubOi2kRTYY2P5rm5BK+pNs8Z96KYJQJckdIAmiIc7Txh8+3bXLmyhBVLe61NZ30dV+RESc7z54ccvjjg3vVteuGMsKNQ1hCmcJIX5M4xLiHPS8qZ/56oyIQQJ2jrCG1JHIJNR1y/ssyP/9WP+OTz3/BsZ4fN9R7/H2fv9SRZdt/5fY67Ln2WbTvdPQYzA0MMLEmQS4LcXQV3JYVCqz9NT3rQ8mWpCIVC2pWCS4JmCZAgCUcMgMFwXE9P2+ouX5X2mmP0cG5m1WBAcNg3om2Uybr5O7/7M1/z9OkTfKWYnlWcnc955dUUYbosF8e8/OItukXK2by8eJ9DqwSxgjEQqwHCBe0SJT+WF1d/9S0h+rmD/DKgaj058Z/ElId2BLgCS0bZgbjgaS5NZf6lVxTODHSl5GuvfZavv/EVfvLOe/z1D9+kU4wQrkESuLJzk60rO3zvvYfcf3aID46NTsLnXrzOu2/9iBvXd3j1pRcjXmV5TJp6zg5POT06QQvB5PSUajFjUQoOjpfMF3OM0eQi0OnmFNrgtYyP5dyQaEM3yxiP+lR1yWIxoa4nTGcNqdUMRxv0koJf+8x1Xn/xOnvPDrl37wHeOqRKOTxf8v7DPc5dwzzA1EMlVSvHLAk+CiYRHFJcLDyi/F2UVVMSNIHMllwb9CmSlMX5hNdu3kD5Z9TLM8abXTCa0dUNRru7uFpwuPeUh3s/o5MJPvfiNp1yD7k5YmfqeeejA0JwNFayRCFaHcQoGQFz5xFNTSEDuYZRL2dzs8vR6X16Hccrd3Y43H/G3qNTlOkTfILUjv2jA27dGjE7P+LqSzfY2hiwNy/xSOLzC1aHNwjWPkpyFV8htiNxedjioFowF+0CUcjndH/7+MJnVYdHDY2LEXkstqW4EB1S7VY0KBVRi5fcAn7lrOfS91111z2teO3Fl3jhxZf4zvd/yDv37tIdDPDWIn3Ni3duUwbP23c/5PGzQ5xv6GrJza0RHeX50hufZWMwYP/BY/afPKRcnHBy+oxUZBipUVIjkZwcnuEsJE0gBEuephTdLp5oKtvg2ex1gChmqZSGtEvRGTLcvYkyGqUE3UIyGg1J0gwhNM7DYNxnNE548miPu3cfoWTG9vaAeloymS5wISrFuhUOQ8i47EGsRe61iMpXhkAqIVMKLTy94NgwlpvXdjjKJS+8cAWFYtjPKLo5uijIOl0OT455tnfI/pNndAYFr+/06XU9hVYEC8iEq1f66EmFKj166SkrgdQJFTApq7hlJjDKNN1MM1vMEeYqWmmWswm9Tp9Rv8+emHJ6NsWbDKsT7j0+QBkoun2uScu13U3eerRPpEuqtqFus7hsf/lIqVulxrUIVfsfMRYjZzWs//0cQf6LWJQVWnClcbEC1vi11mEbpCJOWGprsZ+YbX6KWrx9giRa8+q1awyGY/7Lt7/N7HzC9Z0rhMYTmjmvv/oSAXh0cMLdx09wztFPFbe2N/i3/+obfPaVG5TzY77/5o+4//ZdQtWwsTGgUxRs9HO0MlR14OR0TmMljQ2oNCWohJMGHhycsagbFqWl8Z4sM/SyhO1enyJVzJYLglAENIfH58yWJRjJeHNMr9dle2uD27dvkJmCwXCHppQYOeCDe3scPztjuViifECj0CFmaRc8fqV1iF8v4YTzJEKQS0HqPR0ZGPVyRsYxTAIvvrDN9rVtHj1+yu//1mtUi3NmsymL8znV3jFn0ylFkXHl+lZUKlCOs5N9hG8IHqyC7atjuruKGyiePDnk6GjCpHIclZZ+ZihKSy4Ct7ZGbPZyhoM+k6Vn8uEzZHAszg+o6ozlssZJOC9nHM+buGf58ITRcIOXlxM2xoMIGAstNEFcZOjVRlesC5ePX5eXkUK1mKfAP/HRnybI299F21DKlQafuPQYaTVZfFiBZ+IHBCkJLvzSpc8vu9ZrpRDRhUpItgcjbGP5wY9/wqKxbI5GiDTleO8Br9++gpGa4+mSj57sE5KUq5nh1tVN/tXX3+DG9hZ3//EuDz64y8HD+3S0YGujR9aRDDeHiFnD/vk5j09nzJ1m3ghmVc3SLalqy7S2TK2jBGz7Zph5Rc8YtpYw6OXkhWK7O6CrNaNBjzwxlCrj0ZNj5uVTyuptrLMIBSYxZElCv9ulMB16G5pReo5YVtRlQ219y5gRCB+BvpKAEnEDaER0xciAJASUc6SN5ZUbV+ma+HTZ6nXYt4+olzNs0wCKuq4oG8t4vMloe0Sed1ACQlNx9GyParoEJ0myFJUZUi0QtmHYCwhn6NSGnWzA6bJhenDMdqHZ6ubQKXj3cIIrl1wfSza6KWnS4cnjfWxluX57lz6Gp+89pLYeN13yo7fu8soXP8eNnW10q6olfIQnrBaENkQDBRVicArRPs18LIeF0G3SjAkh+Hba8ryZXMloOx64yK6qbQBCqxHoV+NB2Q7yRUTHNba5UELiV2MLPn7F2lMjKecLPjw5wvpA3uny4ksv8eE7b9FLDNu7NziYzfnxO+8zKStUkvCFF1/hN7/2RY6fPeIH773H6eEp+3tP2RplXN0e0Ss0SmmmJ1NOzyxHy5oni8D+fMnxrGTpHR6PapFyyxCoRRzVAQgfmC9rTpfHhMOI9y6E4Mawy2eu7rI4PaG04JD0un2KvuLwdMLJ5Jz5ZBp9NTkiESIi8gCkwAqFVBLR4iCEjKJDBoGGuOAi0E8MI5MQlksyLRmmCaJeMtzehuA4O3xGNxMcHR7gQqBsPJ3BiN3RJjJJEAp0YlYmzOR5n9ouaUpHVTukbKicRRpBd5CTJDl1k1C6lOPDx7x6bYCsS65eu8K3336PpwcTMsAtFN0XryOUZL6ouX59lxde2Ga/CvSeHrJ3PMV7eHY252c/v0tvZwuzqg7wbfl7MQi8QB+GuFDkgmQTeb9xkhcnTHItmfdcQb4Co19gwgPW2Y9tMi9rJV58XlgDjJ7nCkQGy2y5xAqB0ZobW5s8uP8huIZv/PbvYh187/2fcFYt2e53+OZXv8ad3T7/8Dd/SyZTZucnVMtjXntlzPbmEBwsZzVN45G6x4fNlPcPjtmbzll4iUNHwoIUUVQeGZcMIawF8lvcMIlJcI2ndo6JDHw4WzCwgq99+RuU0wnf+/4PON0/giShvzFma3ODdDbjYDalBioRqfMWwAa0iFoxSQiEllWvPKQIMqkxQmBsxZDAWAm8khgJN3dG3H5hzLycMFsuOJ1MGG1tobo9tFJsjzbIii7zZRXLHueoFkvybg5acfOVFzk/zJAOlrMS6zxeReVcnwkGnQ0e3D/g+2++x9WdbQZZidQj/vHpKfcPJxQ+0FMKX0sO92d0c01WGF77/G1u3tykvPuInVGXo7N59DKygbffu8eXx0OMlKzy4i+9RMteCqu2NH6wDL6tVmJlIWUUUVqR5n/Z9c+MgtaXFQAAIABJREFUED1StTNJKUFIrG0Rcr+kBPlF7udzB7kQLRs/4NFkSnNyuE9XCV5+4Razecnf/+gfqGTDtasbfOOzr3MlTfjZ9/+ejeEOk9MZ0lW8dGeHYSaoz6ZMvObMJ+xNah4c7PPgfM7Ceyoh8VJx4a4aXYq1iDGtQ0uzY6X7HQO/kyRQ1pTCUzaen7z/IeenC77561/i3/77f89bP/s57390j/1nzzBJSqfokicpTdNEx+UgcERnCeE9CocBZKuUb0KgQNDFUihFqqGrPePEMxwNqKslVzYKdnfHTJeKyXLGYHNAbzSgN95EmxRlDI2Hottlfj6hXswxRcZisYiS0cbgVULTlAgFrqlJkhQvJUle4BvLk72HXNnt0xtmbO5ssvA9fvztNzlzhoRAahK6WcrkbMb5Sc0X3rjDeLtgWp7x0p3rHC/h4d4Jp8tAhWDv4IRre8/IE4VuPAG1ZgZ9/BKRXOEuoNcx5vzFVCW4NY/hV/V6vxJP3klUWOF8V5ezUZH2Ms43Mjnii4nljMTZaIbqP22ZcullXLbGS6ShI2FoJK/dvk2eZNz/8B62Lrl+c5fPvnKH6cEzhllKkWQ8ffqEbsewszNEiBpbe/YO5/zs8REPpjVHtWPhHKpdqkQEskQR/XF8cO1SBgyxDjY+4kRUouOCwrp2uhGRgUvrWDpHI2DUyfjMjZu8sLXDs2fPeO/+PUrrI1lASWyISYIQ3y4lVXzc4iImRUR8SE5gnMB2xzDIDVnX0E0ML+xskxnF6dkxeScn6+aoTFEHj0hyNneu0emNaZoohVeWJUpJysWCJNE0wZKmCTQ1RkjquuHk6Bkay3Q6QSYpptNFJymzsyn1siEruqA1R5MJDx+d8M6jY6aNZyQkV7Oc4GrK2ZTxuMtXv/FZ0p6gPx5zcrIkybf5w//zT/nocIpFk2HZ2Sp4PFuyX0qs8zTBftIOEVCwnsitFpCX6Zexgmg1WoTEOfdLg+1T4cnbOj+eHxFHXFLKaHmx6nTlxz/v4/OWT3/94uckwZP4wPXtXbZGm7z3/odA4JUXrvDarRd49O47DIc9BsMxTx8ccf36Nleu9aibJdOp4x8Pz/nehwc8nZSUxJGeQqNW+PRAdLEQChkiVsYpiQ0+Ap6IZYMPIF3A6IibE9aRa0FfSFSWc+ga9l3NyWLJm+++x4O79+gmKQawQrZbOU8uBFqE6FonBF54bMukR0sSNJkPdIRlO1e8tNPj5pUNbBIBV9d2B+Aty9KTJOCcRUlDrzfE5D36gw2KfBB7Ke8wHUNdLVBaUXlLniecH59QTs5p5iXd3pDZ2YS6mtDpd+mOhgy3dzk6PWPzyg4qSMq6piGQzCx3tguuDA37pxOM1YjK8fRwymhUcP36NoNBl/PqhCoIOv0+Es3OuM+To/PIL0VycnyOSAypMVhX8THcCrSBFivvRGukEFhvAYEVl6RO2qAP8IlDcvn61dMVGTtZLeI3iir0Nh6xltqmRZQic62OoUegjCZKW/3THe8ngzvms1U5sJqdKjxFXrCxscm7d99hXs559fp1Rkry8IO3eeXFq3T6OWezE179wphMCZpqwdHU8oN39vnx/X2OnKdUELAYIA+SVEikiAGeIMhUgvcWqeLTp3GROGy9x+iWo+o9qoHUJAQnMA6krxl2YGC6dKcLjl1JGTznzlOVS/pCMGr9fBLivFtoSLMEiaPx4FVG3UTNcR1A2UBXwW4vYXOjIBtpUt0B27BYnFPVJWmnoDcaofMcmXcRWReT9Ci6W4CjaizKpAgstrIsludoLVnMT6hPjpmcnHF+PgP/lI1+hi3nuKxApwNMZ5ORKnBlzdnJKf3RmOnpMXk3pTYCuwjcKa7CUnD/3iOyRHF1q8eoq1hMpww3dzg6nPL665/n4PCM8cYALR6S0CAIOK/oJwWTyaxNhp9c5Li2TU9x9NMchMTVlnkINF4gTALBIkLTVgz/dEr91dMVIcFHN8gAa02UVR2kLkEf5Yp1HTzOWaxz+CA+DUQlXu3TYh3yIdpjK6nZGG/y9PEei7MJN67tkCjPbH7Cqy/eIEjLyekJO1evgHPMyoaT6ZK//8eHvL034dRBDWgvSAL0HAyFZkhDbiAzksxocmOQIQEBdQgErVk6x3S5YFYFQjvxkASMDGht6OU5aViCLbG+ZjfP6KaG80VJ7RzKO0aJiSWPUuxuDAluiVCOopfRSwzL0tF4zXJeIbynXC4JQtDPM26/sMV4q0u3n6MSQVNWVPMl+SDH5F102iPtjUl6fbxMCMGs7VeyvIh4bOeRMspM23JGs5xhF0syofFJwXS2YDatGQyjzvp4OCAzCjv3HDx9Sr/bQzYNuVIknS5p5un0FCfPTnm2/5TalXH30M0o8pTZbEJvewMpBVorhoMB4/EomhY4WqVjaKomep2KOB0JXEgFrpp8L6Ixr5jNuToaMd7p8d6Tx1gXHfSkiCptzvrWjv05glyGFqwfWraGvBBSh4/LS1zWMoyz8U+Fwbq4QoRLhjaDyxDIhKLf7XJ8sE+PwJ2rO/RyQzk/4dbNLZqwJM8K+qMh01lF1+Q8eXbCWx8+4qPjBYuQYoXHhJqeF4wQbCjJSGuu9ASjYU63n5BnCVmak+oc7yVea1SnYGYbJsuSs3NLuSypliVSQLksmc+WZKJiUCQIFyirCmU8hZMUqaKso07jOFWMBx1cvWQjs3Q6BcPNLk5Ytnd3QCTYRjI9nXLw+AnlokYnCXm34OZLN9m8so3F44SjKZf0NwXa5KikgzAFphPrZaSOAK4mgpqU1q3Yqo9GANZRz2eEsiITgioIpPX4asl0XqJNYHs05vzkkNPTUyYnZ7iq4Xw+p7YWkWgOz48QJqXf36K2gelyxu7VDUa9glwGymqB7uQIITCpYb6Y0e2MuH3jBqlW2MaRtpO6RW0xIcr7SRn9TBs8FztOSUDTtEKrs3LBq3duUcvABw8fU9kGoRVKaZSz+F9Rr/zq6Yr37eYtKj4FsZqitTPO1nHXtyjD1Ub0MkH5016C0CorxXWtDoJ+lpEFh5Kem9tjOokj03D1xasM+hm+qhkON3BBc/DwEe8dfETW65N3RoT9BYWQCGfpyMCOklzPU3Y7GeNewWAkGG30SApDEILheIss69M4gUgTgjF4Y7BCEGqNrRtmkykEmM9mzCZTZpMJy8kpWIOeB9LEYEqHdoHSe1QqGfY121sF3c4ILQLawGCjjykStl54ASEN5bxCJh5Bn2YuUNpw5aWX2br1IqOdawiT4YLEN007QpMIkyO0weNpXIO1DaGqgajkFaSK4kEyIJQhIPFNoJwvaKZTpucz6sZRaEHS6yG1guApZ+eoJEN4iwqO+WxGWdcUgx7bww2ELnj45Igb126QScmwn2GrGZmA6WTOoLuB8468yNFGspjPsHVJIiVVaFDeogIMEoPDoHxg3i6EXIhmBW3WgxB5YY2E87Li7oNH/M7vfAOdprz1wb24FxWCFanmuYJcC4WTsVhpxZPXlnUrXqZv4ZABWjdgQESAll/53H2qIKf9DvGJoKTE+ICqFrx4fZd+CplxXLsxIitSvA9sbm1RVYGPPnrMz976kNu3r/DiK59h73s/pq+i7PHCeTYzza1Ozu1hh1HPkHU1STen0+8iU4NMOwxGVwg6Q2kTMStCElT0mlR5BghsVWEbS1PV1GVJNZtRLua45ZKTZ0+o5jMa62hqx/nZhGW1oDtIyIaG0dYQowwmTRhubeKVJIguUmqaeklwjszAaGvI+MoNRndeItm+Cd0tsu443h9b4upFDEhl8E7iGg9NRVhMMTrFtAstG0CHgJaBIpUMshQxGlNPT6hmx9TlEiEl5dmE2aLE9HqoIicrMkxe0Cs62LLC2orpcsqjR8e8cO02Z5M5jz54xP7Dfa7u9rm+O2Tm55TzGSLazlHkOaLbQWvF2dmMYC07GyOKrEI6i/KeJE157cp1fn7/IfcmU2oBSkS7SidjryScxypoECwDPD465aN7d/nca5/h/Y8eUjpPCK1tzXMvg4S7KEW8j9w7F1f4K83ptTvzCvAeIgh+NV/5tBXLhcKhRflAqsEIx06/hwmWzCTcun0Fk0a/91zl7D845MFHexxPZmxsFHz1y6+xP605nUzoJwItHV0TeHmry/W+YWegkYnC9Hr0ez2kNsgsI+0OyLo9QpKjii5KJzgvUDpFaoM18fCmnX7csvm4iWuWy7goairm56ecnxzhmgYRAmdHR0xOj9HK0+nndHsFAL3hBjLvIU2ODwrpHYlOGY02CN0unU7O4MpV8ms3EaMrpL1tBCm+XqKMJClyfGj1vb3A1wGdaoxRyBDAWoKtMbHIpSmXCNFBmMDMzZmWDd4FGlejfEBmPTY3rpGPRnTGY5wUhCAJ1nF8+BRTJGyoMd1+n+n5hJODOb70nJ2dMzs+487tO+ikw+Jkgm8si/mMQYjeptZbZCKQ2rPRy6GK7tFGBG5e3UV2cvxiRqoN0JLc5SruiASJdtxigVkI/PT9D9nevcHOcMT94wMaHxlpyXPT30RrhS0lwccafRXMlzmcIQS01DQrSQoZLfr+JTV5zAEC6QO5Emx1c8aJoW8U17c22djocnJ4wObWgM5oyN69p7z/9l2k1GyNOgw2e/QKzQ/evkddVdwc9WmWJfmg4M7VMT1TYTJP0uui8iG6W5DmBegEnXdoJHR6BSLNCUhSnaF0ig8SkymEkiBU++iPP3Nn2IqeOUtvZ5fhcoEIAVuV7C5mLE6PqZdzpHAkiaQsS3rjbbLhNjofxJ+7nmP7HZbzKUJIuv0+/e0d1HiMHIxRuiA0ASmzNoEEFA7vXWS8K4D4hHDOUtcNhgzXNITGkemEpiwRQdDbkSTdDr6e48pp3LSKDr3BGJIUb2I41GUFoiLt9lCnGpZLqGpUkMzOpoQamgoWpadsJEVesJiXZCqQpWkcszpHaRdIoxDSkSjP1qjLlWtXEbbhfDbjwbOHjK5s8Oxwjq8jQUQqiQwSF/wFC6gtRazwnC9LHj98ws2r17h/fIB1lkIIOuqfDuVPYXEY/67UBWN/FdiXiaWr0Z9UkRnjvWt1pz9lpEuQImAc9KRknKTc2BiznUoSGXi295SiSNgc7vL40TN++tYHDPKMTmbo9jM2hj2Oj6LFiXTRvGpZLtkaduglgjw1dHoZSa+HSAt01sUJRZJ1SHtDTFYgkwJp0jj5lBKUREmNLlKiXnZAKIXWBhBIEV0kvbfovEc2jOhoV9cEWzO8eoPlbEq9nGFkIKuj0pTpjNBFH5MkLKcnyDRDFAOSLKc/3ibpj3CJQug0ruNlVAmDgPMW7wWsE0yL+VcKFQxpmhKaBpPlBOfwjUUkCcEoUj0gG2ygCdA02KokeI/JMoTRNCFgrUWisDiK/gCJwpUVxlmW05pcGc5dTeMDjYLae7oyAslCcNi6Qop40FER2FYUKVeu7lCVlpPJMbZxZL0hftnwZP8xi6qmDh6nwoWR2qUa4DLcO/jA4yd7fPFLXyLLUtxiSUqg+7woxGgzfoHhXclzOefWxFJYEZdjFwwBpeLaujUq+FSXIKC9pycVm1lG32hEXTGrSoLqc/PllxmPN3n00UN+8IO3yYym0+3Q72iGoy4b4xFPjuYcnU7JjaaTSAINV8cdskTQ7fcxRYbpDND5AJV2kSZFmBSV95FZjlcJCI1ODULpNnu3cmxCIKVCqvhLKR2Vd0VsfoSUEbgvPCrNI2y2rvF5D10toalQtsIUXUzeR6YFVoDuDMAYCq3JOj1k0kWkHbxrUIhWojgQQuvOLDXBufXTRLTLkMjKEoRgkdrEebSQaG1QaYbKM4T3yMZGzIiP97uuF1SuQevI4JLlEi0AamxdMRiMCfMZtTujWpxHyTkj8KVv9RkDTb2gKBJSFTAanKvikkepeH9l4Oz8iNnUYr2hsoJ3H9zn6dmEMgQ6SlJkKSflMi7G/Aqm9wt5UApsgMPJOU8P9slM9CQaSc0oy54vyKMO9AqIFU2MLoOxVqx9pRQiCGof9YGDsyu5w09cnxD5bP9UIdBXipujISMlcOWSWnp2r27yhV//OqLT48/+7Du899b7jBPD1nCAxHHnzi2ccIgk58H+I6aNZdjrEHzNeGDodwzdbk4xGEJeIIoBIeniVUZadEk6PUSaYYoOPrQag1IjtIqrfCVJVGTGOB8PsAwQnMU7i5AaYwxBKKTSSNmiMiMOmVynhLxDs5iiZSBN0+iqLCNVUGQpaaIoii4iyXBogpBoFe0IY6IJyCBb8zHiNgmPte2W0HukVngXiQVKRC6kljI6fyiFaQ8HsiH4WO4oqdFG4OsKaxtyrSjyjGppSdKchVwy6I8R5YSZKLl5Z5f9wyWLvTl6GTN1lmq6Rc5CeLxtsM2S5XyKc5LOoIfH4bxlc2vMwf49jk/nlFXAC8OLVzbJOxmVk+yXc2ZlRRVWQ8RPBo8P0GjFrHa8/f57CCwDBNd6fX4FMeify+QXXp0r2+fLWoVr6VwfXYKFYA14jwD4T77Wj//zQtY5k4qrwzGJbfDWkiRw/dZ1fvt3f5sn51P+6D/9Xzx4uE9fZWybNFKzcs3Wzjbv3buHLx0P9o9ogOHGECFn9Ps5aaoQWuK1QWVdRNrF5AOMSck6XbzUCJXghUYqHSc7RqO0xOFRxiADcSOpNL6xeBtQGuKQI2ZQ19bLYnWQfcBojTQK2yi0BBGiwGmaJASlCUrgbDT5kkZHnE8I4OoWLtZ6zkuB8jH7CgTCtZSvVs012Egml+3h8jYCl4Jsy8wQcNbHhYxWOO+QgPcNKlUkMqVZxlJDiYjx1lKTZTnnVUlZV3gZ0BkkhURq3/7sik6WkJpWEB8wJoHg8S4qc1VlzZNHe2xtX+HXvpiS5QVF0Wc+K9l78ojJ5Iz37p4yWSwQ3sWp3KX4WMWa93EBZBEIJWhswyDR3ByPeXFnl3cf3H2+INfKtGHZ1n4eHG7t1hXfk9bPRcg4yBeRxlV71y52PnkiJeBFnIsrIdAIejrFz0p8KNGF4vqNG3zjm7/Dz+4/5v/447/k6VlJgsbIho5pWLqGV177KjIbMDlbkG2mnC9jD7HVV/QrSZErQmJpZE0qJEoWJEkPqdM4C9Y61tcSpIgZU0kDQSCFjjDjIPG6nTgoiVAapRNEu/iSSrcNU2xOXYjqsbSsfecDwkikTPDBrFUMtNZRAU8mcYGtJEIRrWZamMQFnFnghMW3AvpBgdQGhcd7R6JM9K9vBVbXmpQEvKtx3iKCwvmIOZJomqZlyOPQUqDTAlctIcSPt77Ghoqko1BTTTMHt7QQPCbJCM5T5IauTlienVM30O316Q63QCTI1BJkTjmrcWVOXQp6/R2a2rH/eJ/jwyMePNnneLJk4gM+1YSla1V145Y9Wk7G1CiEREqFCD4aDyC40+nywuYQk0oWZf18Qb5qMp1zeBfrPinkOrAv5uUtayhEgoW1cVT0y7eeoiWwAq2HUKI1wdU4YekOOnz1q1/ija99hb/5wQ/5k7/7EQfTCofCiEAmPd0iYbzV58atqzx+/IC8m3O+mDGtKpJE0ytyMruMJFyhSPMuymQkeYFOU4QxreqrRhkDWq+RbbLVMon8wVZpN1z0I0LptnRrIZ8hMumFiJBcBLGWD601u7cIQKqV1fYlJ7N2n7BqIL2L1o9CyLWQjlLqEw583q/sHlffP95H72O2NsYQQjwAMQGJdX9lbU0Irj0IgSA8RiX4VoauaZpouussAYtUceqE7VHJlFIsyToNqAUmldTNnNn0iDQVJJmk08uZN47hxhWWC8+zg0M++PAeZdlQ9DpsbG2QGcNZNcUnkpAIwjK0zb6O+o/Ctev9uFxURMhzAuRBk+G5s7PJa7eucXVrxAcPH1Knz7nW9z4gZYtNURHNLy6RJJRSaK3XRGWp4qNwzez4ZTW5AIJsB/iChEjpynXg2u6IP/i9b/Li7Zf447/4K/7uzZ9ytLBUCFTwaBzDvGB7Z4PuRpduL+fNR/f5zCuv8/6Pf0LtLL08wQgF1mGKNM6iTU5a9NBJHtW1sgSBwHkX5/9tECgd3Z4J4FxACb3uObyMWHolop9l3IXFsoRLKk8+8rRax7u4VvfeoZVqg++yu/WlpnU1KYl36RJxfFX+RPivc+5jwqh+xXm8NNJd9QQrmYf4vUBKj9aqnXq1Eg8uxMAOEtkerAixiCywpqlJjEb0OghvUKUDVSOkZTQeEfyC5eIMrWIJN1tMyAYjZvOGxbwG4fn6199gejZjNi85Opvx/tOHnE7mVA001iNQdLIc5RfRFlOswifS+hIf2gAXDIJgdzzkhY0h3UQyGBac//yEIk2fL8jhQgZAKYkUCueadZbx3lPXdVzzC4kIq0xDKxnwySsOYDxaRpuOjoDNVPPN3/46v/H1N3jwwV3+t//9D7m/f8JZ45i7+IYbJTEBxsMRi7LhymjM02dPyYuctNPn6HyJbzypVPiyZj6b0+snFFmGSjqgUoSOWduFQCtnEsss51AmliBCtmWIVu1TKLSqqRd0vxWUQWtNIKClIog4iRGClgQQSzUpBSox6JaQvLKAjBDR+DmEKPURiSm0jeGFNXsIF7X+ZZmQqOzaHhQRF2pKyogQFateyUWGF3GsG0noPq7+Q9xjB9+SE5wjSRJs43DWEERDlhYsF1NsE0hMRmKW4Bq6mWJzkDM/P8I3FUWvT13XuNmCdLiJEobToz2KVNDMT6JGY7MkzOeE0lJOKzwKJSS72xscVRXGWooQx6UihCheJAWJCORAN9O8eucmN6/u4sqS27du8M4H75DphIF8ThSiMRrn/HqEGEJoFVUvQOuy7eCDdzEzxrhYk1N/6dcVDhUCqYAr/S6//7Wv8m9+71/z7e/+Ld/9zrepnKMRkoWz+BAzrRZglCHNIyBp68p1Tg732N25TlXBwfEcE6CjDNVsHmlZRuKUBpnE6YdOwBhq78kSuc6gPlwYAsRMHXCNRZlWO1DGebVJNK7NttqYS/UiLZFbxQawZaooJT+G4/lF+3ZBe6ravgcRxTsvi1p6H92UdVvHr8a3tvU51WvaV6zBV7LGTdPEskcSzXEFqFZqLb5Prb55+zq8i081gkdKg9Y5zjqUzNC6YFnPCVVDplNCXZNK6KWS88N9UqPR0sQeQyX4oGiWFbOzY6rFOQZBYQoSa9lIF8hNjdE5TRMYDYc4KzmZlgwEmLYcNkJG7H3wFEayOejxW7/xNbZujrj/4T3e+Orn+Ys//zZ5t4vWKdPZ0fMFuResBc5De2OkWsEbW+vwVjpYyPjYlSEgLhmQShFNpmhn6VIEjBf0NdwYd/h3v/+7fPlLX+Vb3/4r/vIv/5oMRdAJC1uxIBBkbLBS57myMUZISLs5ITS4pqI73uZ8aXEu+k4OhMSXNT6P47hE56ATvNTYAMZDEvGOKAnO23XJEGfRRE1sAUonSKFpk3JbC69mVaJlRIU1fUtJjZQa62xbrsSAV0K2JdAl/1LABxfZL0ictcigYq0sW4WEdqKwIvJaa9fvjWjn9hDiYQ3tWtzHjmcl4Reca312AtY2bTMdwU9KCiCK2QsZHffq2qKlQmCQKgeVo3ScQU+XM+omgvKubI8wBJaVJe0UTJsK1elxdfcmSdLlwTtv4xcN2hp63TzK6iWKIpd0auh1c4bDTdK04Kc/vUdXeK52svge6RjcwtV0Oim3bl3lK1/+EqPRBj9572e8/tlXeeedd6mbhnGaY0xNrZ5zGWRbdBirDBRa1wipWindtlmSEs8qq7cDICFZfV8hot60ElF+eZhIXn/hCv/TH/web3zpK/zZX3+fP/3O3+DrmiQpqBvPom5oZNRYTIWgA2zkCWcnBxQdmM/OWUwnVL0hi1pEM1kZnRVsXbNMBEMUWmq8CAitEFJg6ybOj7VFIhF4RFCoVhrYh9DW5vHFOxfa1bm4xEgR61JnZQETBDjXEBzrbbBcNZDOrZ96a31J7y/ZOraKwCGiOVkB28KF+YGUH5friw2piHuJ4Nb1u1QK4R1aRYxN9LlqvXXahCWFIgRPUzWIEInpyIgq1Tpp+QISpEInCU5Hl2yrBOUymstmiWR6dkaSCMqmQuRxsiJlwY/+/qeY4OikPTBg64bGl1hXoZOMotNhtNGhahwf3rvLxijn+q1ddKfPs4NDDp7t0clzbt95jes3t7nz8m2q2nL//kN+89d/i8dP9jg9mzAcjyjLisYH5r9i6/jP65NfesOCa2vN9bJDrLOSFDKC4FvooRTRPjv42IRJol5IP9V87eWr/I//wx/w4suv8u0f/JQ/+i9/wmzZ0JMKEsN8WUZfdyARDuM93UzTzRMOTo/oZBmTswkH+4f0uhscHM1x1mGEQMtICXO+FYoMcWOotcR5i5QareMKO77xCqVj/eoEiLZWFTJm35Wa6qoUcN6hdHKJGhg3oisHBH+p1FiVKmEF8m+DetWo+xCow4XI/OpwWGs/pse9FnO61LQqpeJkpaUghvXiiPbvrv064Lxb9wKxVm+b/iQh2DhytE2DWDWszoG3ESejVfunJOiEg+MnzKYTdJETlAPpybIeo63rbO++xJs/+jnvv3ufm7tj5rMFnbyHMRJjEs5mM7Jegk89SMsyLLn16jX6ScHh8Tlns6eMBwmvvPR5rt24zva1awTheby3R1k17N66yd6zfd5886e89tpn+dGP3mR7+wrv7Z9wXDXPF+Rpmq5/eHy8AardBBLAtpYYQog2k4s1k98HgQ0xW5qIo2OUan7ji6/zH/7738WplP/1D/+Iv/3x20wWFT0h0cawDIGJjYx2AWiiXENmNLa2NI0nTXMWsyV5WoCHZ3v76ydFv9tFVE2sKpQAETBGA4HgHULrqFC1FqmJb7JsR3WRuic/jqqUl0Z3KmZB0TasCOJTor1nl5vD+LUvaurVxGQ9em0DebVUW5Uzl+ESq6SxmpKsPj5Ocoi2nZu2AAAgAElEQVRJKGakFvLcrvrDaqN86VAQK3dkbDRXo0Xv4s8fmrYcEu1kxjc0TYW1NVVVcno65fjwjNBYtIzE7tHuiPGN65jOFX74o/f56Q/fZlxk7eGDs/Mp2ii6vRyZ5Cwbi2xqEpHS3+ijjCCVmt1sxMu9DdJOh1k1pwxzTuenZFlkQG2P+3z/+z8kLBteuHEHqRIqGz2Kzucl9fNiV+IbFWe5SJChzTIqZnbXBk28xwKtFMK2jVY7YpPCo0NgkCq+8Wuf4X/5d7/HJEj+43/6f/jxe/epHSgCEo8xKWeuYREcDQIRzeBbpkvC0ekEJwyLskEu5gy7Xbz1LGYLZBAkWqBEHHdqE1+z0LEelSqShr23xGd4GzSKdc3rvSdYizZJVB1oy5e6rlEqbkRDC/1cCeGr1Tq97bQvT54uZuIXmf1jQvIxkteH7Rfv/cq0ILRl4uWvCfEJKdpeYU0qZ6UwfGkyIy6c1QQiki+kjH2WYN3Q+lU5FKIHVF23ZIwQpzTNwlFOK0apIc00va0B1156mZD2OJ9p/vbv3kLUNeMiSnxkmaGxNTZEGmHeTaLSWCdnc3MDnSjKugSlKYqMxnrm5+f4VNAbDlgulgSfISn482/9LdvbW2hlefTwCZN5yXt3H/ClL28yW5Sx73meIFdS4lfsaH+hqeKcQ+kIjmlsg3OeNEuobDsjFysD24CRUb/7t7/0Of7nf/M7ZAr+4x9/mx++e59l0BAceVsK1NYyKUvsaiSJiKQMFf1qzmYL0iTl4OCYXu65urnJbDZrb0Z8zd5HJVipdcs0AgjUVYnKDEJfAK7aeI2ZmvjIV0HincfaGm2SWLaIi8DzweND027gYsOqlQQZ5+6iNYRVUkXLk/jtCe19u6wtuZrqrPuaS5l6tUdwLWR5DWH2fs3ICt7jrEURF1WrMoW2GY6fF8vMVem0NntdH1a5nuistOWtcwhW0xtBFTxNbVE2kCtJv5/R3xjw8hd/DSs1Sb7Nn3/n72kaQVcneNcQItaR7d0NsrxgupggtSdNFd0iRQvwjaNIu3ijqKo45tRZSkglp2cTBp0xjx4844O7e/QH2zx6fMR7P/8pOzvbHJ6cECAiGJuGIjHPF+TBhyh+E9rHnBDoFqjkQoMPAdtOA2pbUzmoZMx2Ek+OYqQk3/ziy/yHP/gGRafL//utv+a7P/o5jQ8o4UFE5y6nNLVSVEG0alYe6S1eSaR3BBtYWI2XnvlsQWEK8k7O0dkJy6pq1WljNlNSYUxC03jKqqLjGyQOiY8Tu0ShdUK7m494G9GK1bjopSmlJLgGgUK0liYhBKSWOB+fEEEJvGwXZquMbS1a6TZTtuNEJSPDSMSxo/BxcqIuOSysNbiDwKBZs6Tar+vW/W5Y/+lbxF6coli0FIDDC9cuolrrQuKYzAeHaGX+4mENgGwDP244Q6gQ0tHUDd5WhKpGeoWSBX55RL+nyLcTbn/lc5jNF/AzwZ/+1+/w03fvkniJrWt8r6AJeVR70BEHn2tIi5TxeAOEY+/JI8qypt8bI/pDlFacHB8RfKBT9Oj0Rvz4g7ucTCsOpxV/8ZPvMlnU1KHh8HiGXzi0NBxMp4jcPD/9zTZN28iElrnfAtnlBQRVKIl1jmWAgIpgI6IL20435Ztf/Tz/3e//BrKT863v/QP/33d/yLyq8K0WiSQ+Xrudon3crl5tfHMVoJXAOkvtLKqBRJsoY5xkzBZlHFcGjzExm6EialKIFjAUFb3xbsVaunyQI5ApWpJc2jK2G9BY87br8xCgsRG70h784C5x/ELc3v2ibJ53kQyupERJhVDxKRm1WKJwpZBx4yjc6ol5sfRZ9xOr9T7xqeC9xxiDt03cNtsGKSEEEZtrH98/IaOs9sofc13GyPj6bVMTXIN3LmJgQizrhPe4psYvK0TdUNk5w80+N27eYjy6wtHM8Z//77/g7XfuMvfQ9YFcBwaDPrMycHR8RJFNyXJFXgg2kz7ZYk6eJ3Q6PRITWC4sZ48fIFXCeGeX7sYme4dHPHp2yP0nh3z0dJ/H0ynTELBSkCB4cnpC1yQoH8jmc2SaoZp/mlf8z+LJ42REILWgaRsjZHw8exszeRACJyU4gfGejMAgM/zrb7zBb3/916ic54//5K/41t+9yfG8WaPMVmsQiaBT5JxPZrTuO6yWFdIFlJHUzlIHS9dkDPo96mpGEIrTyRznQ9sAw7JcUvT0OlBAYZ1Ee0lqsogWbOthLRWoaNDUzog+0TSqlWqvi0Lvsg1821jEakvZZu3VD7WW6VgHpUAQM2fd1BduZ4S1zDWtNsvKzzI2test3BrtGe8Max9L2R4OZ2NZF7yLJd4qQ8Olw8Ka+LKu650D79ay0bIlRqvVtBSYVyXNcknWzxhtbjAc7/LRh0/5r//tx7z/0UEc3xmJlJ7BsINOE6YnR6RCsDvsMt7oIE2gN+jEZCYCKkk4WyyYnS1IVMbB2ZyfP3yXvdmCWfAsPZxMF7jgsMEjlGRzOMAjOD0+pWlqNOBOJ2R5HvXinyfIlVLxTVttA5XCeo9rb5QLHi/i/2dK4ZqKThDs9HJ+42tf4CtvfJ7zRcV//tNv8Q/v3GPmBE1rubIaveHjeE8C3tZcwFUvXmCiDc5FjUKpFKkxBDKWlePkdN42fqsG8uO+o94LlC5QJtLahJDIVpXp42868YC1AbYa4bUfFEU+PXFlLuNrWkl9iBCDLm5Q42u/bM230nFfBb5r4oImEOfal9UUoshomwbCapMa79N6smJtrPzbhpZwkf19WCERW39659r1flw+XZZYc84hmhoRLLap4orMu+it2dbn08WUw7NjzudnXLl9i1u37vDWzz7gH37yIQ8enlM3krK1fu8oyWhnl73TMw7OzhkkKuJLjEQlkiIpsI3m7OyY2WzKfL7EOUnS05zWCz44OOHRsmGuJI2SoCBBo5qGPAi2kpwn8ylWggtQe1B1xMwo85zTFaDlaorWKtxjbYMXolURjdu8EDy68RTAdpHxm1/6HG984WWeHR3yx//t+7x77ymlN9EuRNiPlQtCxFZtPp/HkaRW4Nxq0Y1us5V1cfOXZimz6YxeYbAuUNuwXjwpJcmyFGM0TdNQdDJMkoEwSBllGaQy1E0DUpGkao0BWc391x6kH5uS6HVtK1d2jU0D6qLhu1D+jeWLMbERWpNERFui+OhkERvNsD5gLjiEvtimQouBCRdelespEJFvu8bzB9U2zm397sLaoUK05aWIX/ATB1j4WPBbHx2clYyMrkCUh1g0FbUO3Hz9ZTavvMTjh8/Ye3ociRVKoWxsdJ3zDDbHpL0h777/IVMr2QiK0emSsnFMJ+cI/RSpDEVHMd7oMj2foJTitVdvIvMuT6aeveUpPoCyjkJItJY0Aioc9w/3KX1o92VReVjJFCUNK2TsvzjIXYiMk+BcDIz2BnsR1gEgWjmKxAdGnYTPv36L6ze2+ejhHt958x95+9EhjqhhR4ji8muwf4jScrVUnNUOS6RrmSYeBCUiEm25MtmSnjQxnC0WbIy2UMITpMJKCKFE2bgFDARyo5FK0hCl31aoOrxHSYEkYOsKbRK0ULGOlQpPJAysZsjaaLyX1DaafEkp2tQdFWllG3iy9TUVreBp41wcO2rdbiVbQI8MSCMvgnoFm3BxTCj9xQIKViatcVzJqj4XseEVweObGu+ixJxoN6aa1qCsiXqIhKi3iJItCjEmDInAO3BNlPTz1hKaqj20gWo5x9YVr3zmNZTWfHTvPnsPnuCWJUZIlExAOISvyBVcub7Nh0cH7JUNx2QsfMUtX/KFq9dZ1pbhxjZnxwf44Lh56zrSxPs2GncZTSsG/YziVDFvY60nPTqA1YqZd8ytw7YJQIRYoioZp1T+l2t9/vNBLpWKiwIpUQqcjQp1IUS8ivIB4T2JUlwd9vnKl17n9q0rHJ6c8d0f/IwP90/4/0l7ryfJsvvO73PcvTdvZlZWlutqOz09jrBc0C651BoyYim96Z/Um6QXPulBopbaYOwCJICZATB+pqenXfn01x2jh3NuVvUABIjejOiYjuzq7JzM3/mdn/mati8D0lRgezeHmC0s0ISYCXCBIggyGevk3g+mdpHtIn1Ez22ahmJYIPB0LrJFMgWZlPSowYHIyPIMFyxCOISIrsX9RtEpi9IGa+N/IVHGsiiy473D5AU+CJQyCJUWRCJuEEN6ra3qakjaNCFteKWKVDoSHiZldCElKIGzHh0kKd3GGwFQmljviDgluvn6vU9OnP5dOyxIbgg+pRIw4FMjHOjaFml06jdSMPfDBClwCRmKi8oD3lvqumI9u+KNe/dYLld89PgLqk3LzrBkqWcRDpBumFzAZFiQlSUfffoVsyCoCAgjeHBvj/EQRqXi6HAKYUM+kJTjEpVpRqMdnFKQ2Fi4jsw7tBLc3hvjO8eq6micS8ZZceGoAwg8CB8BZ79h1/CvCvLt2jpJDSulyLRAKJC2x4oY9ie7/Mn33mNnOuLr56f8/LMv+fjlBV24buJuPr79TOeiA5hC0DqHF1G723uwIdC66KGjgK612M0GhGC+XLFpWrpGMMCDT4ubYSxZbGe3tXAsuXzUJhEJlxNiadGrDFjvEC6OFDMTvSGV1qgo0o4nIvq00TEBbBvWJB/so4+NSIft5jKmr9OlirW0Sv7y+LgyF6G32I6fz6t/N5Ib/Lfm7H0N7pyLmZw0GPC9yvC1n5PrbMQS+YC3HcIHXLrNnG0RwSFweNdSVxs26xXj4YCz01O++voJdeeY7h+TC4F69hLvKoL1aAdjBYd7ezx9ec75uqMWOZlwDDLFwcEUIT2TScGw1DR1xd7hIVJrdqZ75IOSbDimbs/YzNeULmq0F1Lxw4cPCV7y/sefsegsIbh0xFNjLxKUWQncb/E4/J2OzA6BED41oHERAS6y5aXiYDTirQf30Frw6ZeP+dXTpzy5XFD5iK34Nuf6N0nWRd3pRFRtu7iFTHgNG8S1rZ+KBQIhoI3k/GoWa/IQ7f6cjyMw50wkfPDqVMFbS0gNjUqArSCSqzEBoTSoiHGOWG9F6APYeaTWcfEj+vKh3+rK7eJJKRVLAO+TVns/DrTb2XmfdfqFT7BuexP0C6A+yPveoIfv9nV3n92VVARhI3px24SmxtJ2SAFaxY2m9ILgHCLN1L2PgS2lw3ctVbVCB4sWHtdueH52xfn5GdbDnbsP2L/9gGp2xYOHd9HakD+94mpeIXXOnXt3+Pv3P6Z1RJUAWkblkHsP38Csr1hWDdbVKAWTyRipNOV4zGhnl845BnnOONcclTl11zKdjvh3f/IjfvKT9+mahrIsmW020NfePcoSRyB+1q8V5FJKgordupIKh8X5+MEZLdkdj7h9fISj5bNnL/jV48ecbWrq7XDwt0zovx3oQiTpe7alSty4xus0+IDYXrkwKAeczde4IMmVIsdGUJjWeO+p65rhuIiSDOna72lsAQgi1rZSR5a9J6qwChl/RZ09SUiKWdpohEoNXgiRHd/X2cmFjLRJDOF6cwmkeb1JSxi3vd3i7iF+VFqp66lKf4OGa8H54HtHuOvlXBRjdVt2kCDuB4L3US6DxO4SEUAnfUgUOXA2ZvAI57Xp9x1tW3N5dhInLLZlPCwJOufhm4+oRY4KDtXt01Yb2q7DCM/e7jGXqyVttUETMLQQPDvTXY7uvcHF44rJ4SEERZEbTGaw3tE6j5ea02dPyYRgb5TjqhxtCo7uHLF/NOX04oQ8N9QxvcUIidg7jNEYo5FpdPxaQd51XUKkBYIMOGsRBLQWDIuCYpCz3Kx4tlzw7KriYtPQpJQm04n7tcwdwo3nvv2HqalL63zvHDKo7YRF65ihnXc471nXNa11GBlrTWHiptFksb7LTBYPjYtUJa2jZbrQ8eOyLtLZkD7KAacDZUwsNyJePHp2+hCVdpHXU5QgIuVMKhVLHUTCmMTX6PEnUiZtyLTg6j+YnpampIil1Q204atlSfrcwjXnNt5qiX0nRDycqQ6PyMvYO5Bc+YKN/hneW5y3uK5BhIg+DDYugxazS4RryIxicX7O7PyCxWrFe3/4o1jTo5FZJH5rFTDScbA7IgTP6YsTSqMog8O6DicEo91drNSYckQxGHL+4gxrW0Y7E8rRDk9Oz9jZ99TrJWUxJVdwMB0itOed77zJxrXkZUHnLPO6iklQRD1OLSWZMfH9S4/JXnNO7tou1oxKJZKuQGnJ7mjA8c4+vrUsW8/J0jLrOrq0Rg6id+j69cerVhipGe2zvuiZRbF8kUIgg0cSu+iiMAlnITi/WnIxW+GEpJOCxoNylmWzYuwKclkmaYkMbQo0BkWWBG8ESuVxLBmiFaOWCiEkNoi4tw1xuqOAIFXsCHvAFSIhFg2egO2SJIMAITKMiQd9O8f2YatEJoWksx4cBBlNv/q9Azcb1BTgXRchpEpc/1lfwsTxa/r8+iVX8KAioEqqtNYPHudjpnNB0nkQQeCamszHHUXdbZB2Bd5xcXLO+mKF8Yq9co87d9+gyw3GG2yrKMc7TKd7XL44p7Kez1+ecbmsCZ2gCBoXHE7C0e4UKQTr5YJSgN3MmB5MOLj3FmsHm/ZTlKixxpCPdrGtoGkcD996wOHD+4SQ0VSejQ2sVKCOs0N0EJTSMBB6W7K9YnXy7Zj7bUF+E7/cP5SQGKlZbzZU1nI2n3O5XtF1drvA6T/33xTnN6/x/osVN3/8xpcspUTLGHAygPTg2hYtJM26Tm4XAUIsLZARYiCFoMwzDIFMSzwdQXTxBUQU8kQqpDYgFUrlCJkDKmIgnEOnDVrfBN7cFF7Pp2OtHhIO5Dr7XpcaxuhYBn2rDu8zcpeQhv1rbsWa0nM9W79/fbjWhd++D9KMv5/upPJFCo0iw1tFEDlWqDgWDtHNOlcguorLk2e8fPYNXWc5O7tCohjlBZtNy90330PlE5zPEW2HSb3Kpu2Y3jqiCZ6XsyUXVcsmfZ9jrTkwijf2Jsh2w8XZc6QOmFHO+PiQ0e6EqtowLEqqxQapI+mmcS1vvfseF7OKe2+8y+ePv+HZ2SVV6L1Uo1OHkZJyMCDLMpSOQ4B+L/GbHr+zJndxM4BzkXGuBKzXG5YuTj1W1tKJ6+pbym+NzL412rnJebxpuPXtR/8li5BItv2W1IfUoLrI0PYOrwwdIoG7FAGFEioiCrsOb1s6sUnv0UVhd2Ni7S1U3MDKWB9r1eM5ulSHy+3YtG8ElVIpc8cSCCXjJth5lIrE7zjfjvU58Mp6vQ9S/YoUxjVJ4uZEqq/N1Y0bsP8556/VXxFRlFUoiQqxfJH029hess8RXEMhPcvVBS+ePKZdVhSFwhiBdYIiK/BVzWK9YufgiMP7bxJ0ifCePHTMVmvmizVH9x+yvLhEfH2BlTAjOnTkwFgqdnLJd+4fQ73EKE9eGuxK8s73v48e5Hzyyce89eAOFy+/5uDOLTQDbt29zdPTM26//QhHwfsffEQrJFUQ2KDQQUZSs8nIE8dWa701TH6tIHfO4awDlbASWmMFOOFpraPuLF7K61V6cDeZW7/18Zsw1N9+PoTo3xNCnKfXybHMe2gcmDzDi4BVkrUTNC3odcdtK2itwNrA+mrNetnirCUfDJBFyXC6jxkUmGxAXowwJo+LER+BUDJuGLbIwODD9s7rD2lWFCAFnbPb0Z5KApfp3dPrntzM1DdvgZuJ4Gam38IBtj9z/bM9uSL9xQgZSD1MdCj26IQeBUfwHVI6aNeUJuDckq8/+ZgXT5+Q5znHB/dQMtA1S7pNTR48Z7MrvBQ8/M53MDsTOgKyq7m6POXs8pKD49sYIRiULVrEMm8dHOvg2RUS1zVMD/c4Ptjj7MXHSBFv2NFkl73jO1zOZswXM3b3vsfLk6eMd29xdTrnxfk56zbwV9/7HmeXV8wuLmido/ExceRekGeKUT4gU4a2bfEyBrrebot//fE7g1wk6pvRGiUlrW/xMtCJiAozSiE9sTFNgK7fWKe85qMTHinjhqt2lslwRN3UzDcbimGGJdC6Lm4YnUFsLBfLlumO4+nHX7FedYzKkr29ksEwJxjN0f0H7N26BXmDsBZpPXkxjlMKlVjxIdC1HVmaopgbQRdBW44+8kXK6vFwJwv20DfQASkjtvpmMPeEiF7aon/0z93UXOn7k5slk5QyIRcFtm3ouigVopCI1tK1TfQn8i2CDuEWzE9fcvnyG+r1grtHUwbjXZrWsFxeQbtinGkuzs+w9Zr73/khO8dH1KGjXi9YnL2gMJp7Dx8gdIG0nibMGOclwoGTgloqnJZgHXce3CEfllxcXbE73adpLHuHd1DKcPLiBUdHh6AVejhisnuHn/7kE9Z1gzOG2w/u8F/+4R/YKQcsBha/WmKEZCg0UsQS1nYd3js6HxNhbl5Td0WoaGNofUD6NDkArEsj+QBN28UvRgbst7ZxN6+Qfylz/9ojXB8REQJOhSiNhqCyjsV6hXWOdePYm47JlGThLW2QeOFokTxZ1twnZ7bRLNcWR4fMO1RRUOSKejHjihaPYmd6SLnTULoWlEGqLNqMa4POM5yN834nI91MaolTqRyzUUzTOredupA+F4/Ygqq8iBvILSFChYTudOBJOoU6NrSJICIT3kSI+B14XJJCjj1WIEr2hV7jRqrEw3WYoNJ20IJcc3byNWcvXiJb2B1P2Z3s422gqS2bumE02CHPDPPzF8xncw7u3ePWo7ewvuX05XOapuZwf5eyHNN5iXOK4BpkcAyMwMQZJTIIhA1oY3jvuw9x3RLR1MgspwuewWCEawTnL88oc8N8fonONEIaTi4WnC8r3nr3Pip4Xj55zMOHb/Dl+ftxnAxkJiZa13agNFpnOGvRQtO2rykTR8Ji9DWIdwmBmIJZSUkXXLoq+wC/+ddfP6NHnHlyQiZuQDvvabs4Jlus1gg0Rmm6to2eOiGi7a6awNp6fFby9fyCrArk8zmTs0um4wGHB1OE7RiUQ/JyxmRvxsGtOxSjEfmwxLqOfDCkE4FBOSRoFaUaUonS2ihMWZgi1eE6YsKFwOgc5yzexw2oSyNEk/WqwPF5pTXBdWnbKQkuNd9CbYV/tnS0NPrrpzWRrylwtgPhYwknQvT5ESDDks3mksXVGZvVjOBabk3vMBqUCA/Pnz5js1wxGo44ONploDRuJXm8WJGNJ+zdOma+WDBfrNDZgOPjewniEEtWKRUqOOSooBxkZIVG2gZtPZkQTHZL3nvvTYzyeFujVAGZYTAas5ptePHsOd/5zttUmw3jnR1evHjBp59/QdN5vvPd77G4uuLBnbs0DSzXFRJBpg3ZIEe42E8FESVEpIh68fK13d+kxDsiAk70ApY9EL8fmfWQWaC/VkP/e7ndzP2ux03MM9xsPJOcciAy7FVUNV1s1lzMZ4hMY7sGDxRSEqynahzzzRLKgnPvaOtAVkO5cYxmNbuXDYWHEM4RSrF3cMbOznPGkzH7R3tM9yYcHEwphwVuPEJPJmTliGDTexEKRCDQ4ZwlHxRxlU4gOBtLlXQQrHWRMBEk0hBhUS6CxawgMYYiayMQBf1dalZdgskKKVAJ3BZC/NJ8CAhb422NC+Calq5qqNYrumZGW1doJMcH98ikZnV1ztnTF9RNw2q9IstzTJmBalm3a1brGXo8YndnQgiCZjljMp4y2DkAOUBSIFSDEwlUJkXCencxEfmAwVFKyXtv3mc0LlltLijGBXo4oJweIfMR7//kZ9TVhs62zDcV9/du8fMPPmV+NePg6Ii3Hj3k2dOnmGzA10+f0TQtmVQUJkuLoIghkiqOYn0INE3DFnv/+wZ51zqMjrISSSsIKRWdbYGY5bXWdLaLEp6BhMojyZf9PjvP60fcsCaOp/f4RGZwvsMKiSLQWcv5xTla60hYkoLMJCa9j5IPu7sjhBa0iYQuXcTH+EUTZRhcFLn84mqJA3KjGRnNdLfk0cN7PLh7iwf37zA+OmK4M2G0s0c28KAydJZD8KgQsFUVpxraRJyI7Vf4HuFsHO91XdzkqlhTihAQScLDC6KwvnPbxVGvc9Nj452r6bp2q6DVdl0USW3W2KYlWIcWkkFWUOZHtKzp2iVffPohi9kp5y9O2B3sUpQDDg4PKcoB3nuWZ5dUdcX5yTnYQLVo6Zo1xTjj+FFJ52y0R5EKqUwsr0J0s67bDU1XR6VZQBLYGw34n//zf8BIWDVrpvs7eC3ZOTxmuen44Ocf8IMfPIpNulBYr/nFhx+Rac2777xFW1f88sNf8Id/9Gf83f/1/6GkodRZ+hwiQFAlWb24fPBo8z8AtYXIZ9Rc63XA9Wrce59Um/rZb1w39x2/SKO1m/Plf82jh+CI9B6gx5hInBAYoRCdxdYtOwdTzHwZXdcIDFRGKQR5ELx5fMitMqOoWnKlMEBpDKNBCXgaFz1o5nVD5QIL23JVtZwuN7w4m/Hpp19z9/iI733nLR688QbuqGV3ryMbDPB2QFBZZPYk0rQzkXoXJZPtlkUfgkdoSXCJSaTTUst7tBS4rqVtKupqE90rk4KWD1GMkxCwWJqmxntPnudxPpxSyGA4xAiJbVrwgaZZsphf8uLpF8yuXlAYuHV8CM5QDsp4oJqW5XzJ6mxG1TScnp5x9vIUYQM7Q8mtNw5o722QoUarDqTEhQi9EDLepsoo8JY8hLjsUYK3H93jve8+4uL0Mc1qgetqglSUoyk/+fEn4AKHB/s0rmJnsstXj5/zzdfPODiY8vajh/zyF+/zJ3/8p3z+5BmnF1coodEqx7oOlcWNtfdxceJC3Dpb78jNa248TZZFUBOkyYnHui7COJMmYpwaJLvwpKDeSxgrKZOEc7///Pa26F8O8+3ILDVxEdsSX6HIcnzr6JqG/aLgYDTiYrFOoKlAmWdkCHbznPdu7TJb1RwdHUXrvRDQSlMKCSZj4+HxyQVPT864WK3YdC0NgnntqJoFl7OGeuy6ZaQAACAASURBVL7k7MU5k90dju/c4v79u+wcHGKGuyhjyAYDrPdo5yhGBdb5hMmG4Cxd11BX3ZYz2rOPRBJd8rbBtjVNtcbbbgtGy7JsO5oshyU7w12irHPM7tVmw3yzYbapcW3H5el5DHyxQAnBsDRMx28zMAXr1ZLVeslivuBsvWF1Ncd3loEveXl6zunVBUbBMMs53jugMJrl1SVivEO5M8WHFqOHKGlwrkW4CCAxRpEjMD5Kv/3V//Rn6By6zZLN7ArbrXj4/bdx1vPJrz7hnXfepmkq5usFb/7BI/7rf/8HBuWQQVlyeXlB2zQcH9/mf/vf/w7rAsbk0XVDEjmrUuLc9XbYekfUWX/NIPcJbL9dxYsASmEdUWJtC6UNiXYVN29S90CrNENOmI0bK45f+7dEOgNBxLZWCEemNNIL1t7RiqibIoNkIAy+yLFdzVQFvrd/wE+WFSvhCK4mhAwrJHW14odvP+D5yRX7d485uHuH0WgXQtRzRCmUyfnufMU3Xz7mq6++4uXFGSezBaumo3Kepm2on5/ycrNhbOBoUvL9dx7x1ntvM7l7l8HeHlaMUWqADJJm1SAyFSdCiZygU2OqtUFKhe26qMLloyBnsCbCCkLAN9G1rVrXVIsa29YQLKjofWm7eENsqoq6qljM53FW7QLtpsF1DhsiynCzWtBWa0RwLGaL6MvadlTrivFwwHvvvM3Xz054enFKlheM9yaMxzkbI7CNJ689ZuPJXEZnBnEIIQUyMsUJSPIyJ9eCCYr33n3I979/j6uzJxRFQ4Yn5LuUt+/z2YcfU5295M6ffp/HX77PqDxgNfd8+unnrCqLWa158s0T/v1/+hv+8Sc/48nTlxQqAympXUOT4NgQseMq8Ry0jHTATr3mnPwVmOoNitdNfeybC4tts3hj1rslzAa+Fei/4d/j1T+XUkQGSgjItOCw3lHXFbkSmEyyWsx59M53+ejZM5ouYjqWleX55YwHyyVvvHGHpW8Z7peoUmO1oywHGJ3jpUSajP2dIfvHh7z7B29z8vwpXzx9yjcvTnnx4pTNqiJ0gYuzGWsFvunI9Qvmm5o3V2tuv/mI8V5ADgJeOWzQaF2AjgKjgUigyEyOUiYBqxL2RCVcUJ7hi5JsOIl2LU3DoNlgNys2c8fV+RWbxXksKU4vGJQjtDKcn8+4uJzFT8076qpGS8nB3jg2vW3HdLpL13UcHt1CqtgvaKk53N9nNpuxaDdMbu2zv7fPaFSiTcC5FqnEde9BVPul13JJfZdWikFRYIzgcG+H/+Vv/5rxMOfFV4/JQ0WQir3DY6RTfPCzD3j46AEh1LRdw8Gt23zwy0+ZzeJ637cdZVaymq/5+//n7/E+0PkOk4zYvHMIpbfgvgjYixBirfVvLYV/5zKoD/KbCLg+0F9dpcYqug/wXpHp1x79U7/hPd38ae8DXWfR0qQATxxLHW1L+qnDfD6nmp/z8GiCfTHHe08bAi+uVlytN7wpPO1qxovHLQctmLygLpaUxQ4yz8lHI7Q2aKEZj8fsvPMOt+7f4+T8gq8ff8OzJ09ZLFY0VU1X11zOKurqKefn5+Ai835xPmP/+DbleAc5GhO0gOSK3IO5nItALaEEITVR0iVamojaLp0QeCXxNLSbNedPvubrTz9hMV9yeXnF+fkli/kmcjCT/bUkqngNymh4O92bMj2cMB6PyPI84juUjK5sdk3bdmQmo2k6sB3333uX3d199vcPyHNDVS9YLK4I1rF/eIjJB3SdQ+l4G4sQldIi7l7gnUVr+LMf/YAf/uAtzk8+RtqG2cU5my7w6Pg+P/6HH7O4WvA3//Gv+fDjnzI92Kd1kh//84cMR1O0q5mMxuztHvJ//h9/x+XlHKQmSEWbJMF1wqgEKZNLiKJpmq2aQg9k+72DHNiChHqdjz4z38SgbIP01wBMnuDSh9OPG9M8/ddBtjfoFRFUF2fCQmBI7Hs8LkRpDB0AFbEmoqv44dt3WF7OmTkXAyZ4Li7m1OsG7RWfffaM+SwGWKYlUhhklpGNRkht2J3s0nQtLZ5NW9M5x7K1UAzIvcDkOcKW2GqDayqcazk7PUUpxWgyxQfHqJ2yK2NDFgChDEZnQJSpE0lrRaqImutBaV3bAS3WWrqmop6dcfH4c7751a949vgpl5dr5rVnsdwQAmSZYTgcsjMsmE5Kju7c5vb9+0yPjtiZTnG5RCkB3mIkrJdzZhcn6DDESBNvAlNw0Dm6zjEsd8hMDsIj3RCzM6FartDlkCBUpP+l7Z9I82HvXAKnOfb2hvzbf/uH+HbBenZKO5vRrDYUe7dYbDp+/t/e57s//AHLzZp6s2Fveoef/eJjZqs15bDEVyvGO2N+/M8/5+X5FV5nJP0+lDJY76OOTvrEIqHebnsbY8zrY1duZvAthvrGlOQm9kLKKKp5E+wfxXyiKuu1PIPnX2PuGUJS6iLW5j5YbIgzZ2QkcTRdG7Er9YrdfMrbt0Z8ebKgChod4OpizvlsSXl0h2/e/4ZfvfgsTW4iPxFjsFpSd9FY1wbwxiCNprMt0gNdx0gIRpnmYFQwHiiGOztkOuBxXF1dsq42qGHGgQlkuozN4TAg85ixkQKhI0UrOJ/cLTzSBfCW4Fpss8G1DavZOc+//JjTzz6mvZqjnGdUjMhkx/4goxxm7B9M2NubUE5GDA8OOLx9j9HeEeRDhMoIUuOaCuVqqtkZ3XzGMM+xqqQc7jAYTbAOhPUMhEarDO8CAUfrHXVoKCfTSPbICkIgWoOLqDJguxZvHU1VsVmtePfdRxwfT3nx4isGuaRqaqTz3Lp7j5++/0tc7Xnj/kM+/fIzRNAgDJ98+RVZWbCuFhzvT5CZ4enLEzqh6aSkxSf4bIDEFzA6Z93WKB9tfHrk4c0S+vcO8p7mJW9kYPopR0LDiX4e3OfhkJBvqRmlH2c60CGgAthU0/WjQr5dq4fEpxTQOEumo+pUsNCFKJkmpSfzihAkm7pjcX7JH3/nAePRSz56fEbXOmYzyxdfvOTP/+ovKXcmnG8uECIwzGF/d8Le7XsU00M++fIxJ2dn5MagyxKhM+qmxkjJ5clLuhBAauarGqtB7YxAavASakvbrZhdXDGc7LKSc1SWUxYDsFFcNE9TEiuuP4/gwAsXySV1RTefsZpfsZxf0lzNGWYZTkBZavZv7cetn9EUg4xyOCDLM/RkB7WzS9AZq3VFAfgwp0AS2g3L2TlNtaJtOkSeMdrdRWcDXFAEpZEyQpeVDBA8dV3hfSAzOSJ42q6iXs0ZlQNKNshiiBQG36xpN0vWyzU+CB6+eY+uvUCLlnaxpFpcsn98j0xmPPvyKbfv30UaS1NfMd7doyNnUbW4ICiM5P79t3j/lx9hsxxLrx0jsNYjdDIZEBKP+zWodp9U+wXa7x3kgWs4bB/gfaF/09DJk0Rx4o9s30jnehuPVIOKiHHwrlf6u1Ggi/5329/gQsTDSO+2PxtJ/fEADUzGsCxAxn8/l44/++G7CBwnpwva2rOZz6kuLvjemw9Yzq7YGeXcmo64ff8h7/7gjyj3jrlz9z4/+/nPuXX7CJXnVJ1DKkOzWfGLesl7997grTfe4NlXX3D+7CkXlwuGwxJTS3LpUNKjihlFOWOgxpjBEl0OyYJEmahpkqkcqRL1znuMlLQuLpKa+Yz15RmLqzMW8yuaehUphqOC4f4QaQp869msK148PWdV1bQ2YJHkw5Lp7h6TyYT9/V1290ZopbBdxWo1x3aOzAwZMqCabdBZQOcBVAShSQHNJqI0e5pcVpRIHE2wNKs5F2czqsU5WTFAeE+1nLG+uuDq5DmjQcZoMmAzP0P6jq8++wItYPfwiKdfP6Veb/ijP/pj6raiyA2DcsjZokJJTdtW3Dk64le/+pyzqwV6NMR1bUyAPkR9+xBuxNm1whhEkJvWmm09/DpBflOJqq/Lb56kmy5wMiSF1RuiPL3aqxKCkOC5Sl3jpl9lWfzmhxOJFCwkRsblUucEOisYZIbxMKfIPEVZRPs+W/Ef/uJHPP76OScvZ4iuo16c80d/8IiLF094cO8OP/jeexR7R+STA8xolz/f+SGh2xC8ZbI74fnZZTxIA8X/+rd/zV/82V/iu5bn94548vlnfPT+z1kuFygdRY2kgI4LqiYQWosx8cvUKIQwBCGo6xpZ5OgsQkRDAFe3NKsVm/kl1eKcZnWGrWZo19B1NZkxdF1DtVrjO0djQQ6H3L//Ji/PLtisN4yGQ4qioByUWBt4/NVznrw45fmLE7SKizzfOAbasLc7ZHd/h939KTt7uwzHY4TOyLK0XNIapRVaGaQpyPOC8WgEro1W5KHD1Su0NfgVNLnm/rvvsKlW1FczLs5OUVLx7o9+xNV8zWeffcne3pS7d+/yjz/+Lwx3SnZGe3z48a8i8lMZXrw44XJVQ6bZtG08eFKn7Hxzehd5sj34T+soIOV93Nmo11a1DWEbyDfHiNdjwWsSgJI3WCxpumKMjqMoooFtEFGBRaZhoRRxWfQvPkRSc1UC6QNGG3zX0rkAUlFkmtHAsDct6XyLEwO6rmFgAn/w9l1yLVnP1zjbcDAZ8N237kPwZLJnGAW0cEwGhn/3x3/I82dPCAiK20cobdifTjg+mKKKgvOTGcNhxu3jfVYXx1xdXeEQaG24mi2YLVZUdQO+JR8UDEdjsmyAz4soU5E+au97LXMfhY4EKBEgWILvyALQOmTQ5FkUsy9dRZiMmNx6wPDoDfLxlLc2FfPlgmyQQ4DT0zMePzvh5OScatNyWQX+9j//DcZ1fPmLD7j4+huasxPsakKzPMFtbjF6+IhiMsVokheURpkMZXKCkiitICuQyXk1aIXp1kipaC8umdx5A5WXPPn4lxxNdtASju6/icrHfPnlp6xWa95979/wwYcfsFpVvPHoHRqrODu9pF5vWFcdzjqcNvg0OQk+0NlIBhEpYepETo/xFhNk0zTbWJNS/dbR9O+crvRfDHCdgX89FhNo65rlEiURIpTUk2buUQUHXBL5+S0dMcQSyYoERvICLSMazdmOtrWYcc6g0BwfH7DYLKisYyAVl5dn7EwmPHr7IctlzXy2YNNt+MN/8z0++OAXrDYVw8EY21TovKCtVphg+c5bbyJNgRM6CvHjyRR4ozDH+9idAYvSMM4F33zzhKws2T+6x5ePn/D5xx/TVmvWzYama4BAUWQIIxFaUBQFIjeRxeI8rm0xmUIWGbXSKFWQFzsU+ZiwC8PhmFxJVhcnrC5OGB3fYu+Nh+j9h8jhHqO24Zt//in11Zr1esXV5QwzmHL86A4vvnnCX/zoT/nz//jvWZ89YbdsOZ8aVifnqKJjd0ejqDl/8ZSht4wmu5TjCcoMkJlB5UXEqmiNEAHbtrTeooREIamqDQLPdO+Az3/1EavTEzQNu7duMTk44NnjE64uFkihGQ4H/PT9D3jr3beZHhzzwWdPOLu8oupaWu8JWtMCCEFtLSEIhI87Erj2Le0TaNtZ+lG1S5aMQQjqtnm9IHc3qFbbqYq4nv1uF0Ty2iBKJWEdIcCo6E5mnQUR55s+hO2mNCIWEyD6Nw0WU0Ma4b3x3zMmbgaDkCyWS7pdAzIwnozwjcfjycucznnGoxKRDclGY6qm5fbhHg/efsTl1QLVVMjNKmK0pUQEh7OKIHPQIsnHgaDDZAolSpyEncFd7t4+5N7DuwSlcCJnenSIxPHs66/Qg4ygBCrTBCUIWpKXgziCzHTUKrdRK92icLVA5gXDyT55OUQNB+jRDqNRyfL8BOU3HAxhXVkuL69QYoeBKNDGcOf2Pf75n95nuZzhg2B/PEGpAbf/9M/587/8M4YjSWhOObo14Sh/i/beIVfz56hcsbt/i2J4AKMxelBiBgN0kaPzApUZgtBJ91GghMLWFSo0uM0lm8tnTAu4fPYlV8++YVBkFJMx2d6UunM8+ewxRZaj8gFfP/kaoSU70z1WVcdPP/wlV8s1DnGdvYNMnr8Rm6+NRgSBDRF81SXXuzzP8WmEKlMdvlUY+y358nfIxEWqVbTRDlu+p7o5Egy9E3HK5wmhppSI9tXWbacwIk1e+vcjiIKePaEZYry/8n4ddAQqXHS0wMXNpxKsfOBkueLWesnxrSld15BlQwbjA8rRMKLltEChCVJzuVlx/PAuT06fEs4jU15LKEdDhIg6gXKQoQejtIyIrPe6qbB1g/SBEATF7pTp3hEhKLp6Qzg/5e4b95EaqralnO7S5QZfZChtECbDmwxhVHKJs/QycFJniGyAlJqB1hQ7e+SjPaR0rFYNnVWEtaeUE0IDfnnFuqkRuqCw8Cfff5dNXSWst2EwKLl3/20yabHLmqEaMtp/h1CuaSYXmKsSk2lGe7fJxoe0SiG0RmcF+WAYdeMl6Ezjia4bMkCuA6qzrFZr1nVN5xqePXkBRrJz/4jR8X2KyTFnz86oqwVeWt5+dI8vn55y/91HTO7eZVFZzi9meFFgg6dzLf2I0HdRqlpLiXUtPkh0KtdCchusO4tSCUueOLF1XcfhiHvN6Qq8uuDp5Ri29Ctxrfa0/fkUrTdn4680quFaeyTeBte22N9+CCKy0fuAA6wICOdwCGrrGJU5Vev45ukJR0cHDHYGDMoSVRToYog2OZ11iKohy3M6a3He8+ittzl/esLV1Rlt19DZlkE5xOQF2nUo24JyCOfBd1F1CoFSGTIvkIMShExkCYEThsnBLayHul4zme4xHu+Q5QNMMUAm5wkhJUGEOEPUGms1MhtQjKfYrsPkOdloB2EKgnBMDm6T2RZ/dYrbWBohUcMRajjG+ghV1SbHesdwNIrK7kKS5xlt1yTGjozjwkGJcw1q55Cd/V2y4S4i28EoFYF4QuKkQmmDVHEXo4Wi8Q0yGWX5zZp6NsMEyenzUzarFbduH3Hr8IB127Kez7k6O0XgOLp1m4PDW/hsBzPeZ7Qz5cNPfkbdWprOUTc2SnELCUFgTBa17rmGafe6NzcTat8Dir6Zl/KVGPu9g7x/sT7Y+zD2/lWcyhbA5VzCarAd64QbdfdWxmG7NbXbWst2kaya4GVpARC23EhPoAtEPXQC86ZB+pY2WFRwnJ0veeet2+xMdglonDDk+YhsoMiLjqpa470joLj/4E2GeUFdN/gQNRCX6zV168g3DdmwRBqDVhIjFboswGhMVoIZELJBnHtbS9U6vMzIyjHjXUtWGfKiJCsGaJOjjUElbIX30dViyxFVhqACeqAQWUBmGU5pbPC41mI7aGVBowYEWSGVib8QlMMSrTKatkMrHd0iREKE5o5CS9pqTdu1NG2Dsx2q3GF6dMhgNCTIjIAhy/J0y14r80b17Ga7cca22HpFd3WGrzbYTcPiak5RFNy7fz9OwFrLfHbK7PKKrBhwdPseQWaoTHDn/ptcrRr+6ecfsmk6HJJitEPVtlGQdZvsEsAplcPqBve1b0Djpv06ufYwE/W6AK3+xW8Gs3c+zcNfBWJda4Vc/71vv8525kkUwVGqdwp214cg/Q9cPyK7KHkfx5k4EoKnDIpCSDqveHk6ZzgwZNmIvf09WhuoqwaT5eRZEaXmgkOIgAuS/dvHrFYbAhpPBFUZXcTSLBPITKOEQgaNyHUcq0kTfd9lQlumDJJlBtdo8iJHiGHUf/FxF9A5j0yQWkhZKm2Gpei10UFlOUEbHJ7gW0ijND0YEQhYvQTnMVlO2zksFdpYsnSQAmC9wzqHbdb4ztLVFZ3tCJminIwpR2PUIMdJgVaGeOJMXOSFgBRRraC3cPQuapaHrsZWa0K7RriOxXyOyQsevPUQZyRV56g7j1YFOhuydzilHE9ZbTr2Dm+jspInz55wcnbFuukIIjpdCx0QQWITT5jEW+ispXMtyrhtSaK1TmNsnyxyruMqz/NX3Kp/ryC/dmu4htsKcU1SfuW5bSMQb+Obl0c8cT6K7BAbSYjPyeS1eXOYH3ULe/hAqvtTYMTn4wFqXCBkms4J5vOK+UXF1/45w2IXDzRVzaAcQ1DkeYnWMgU6eOMZ7g/xQQE5UkUNviACIQ+gAlrmCK+xssN6yBQIbCREBIVtPCI4ci2xMiCLDKVAaROZVElXsT8Qftt4pAVZsKhkv4gQBKUQBEzaL3ROQ54h1DBOG1oLXlDkmiZEPLlVNt56pAQio6gn1qGlxAwGiIEmGxQYneGy+N6k1lGfJZGflSRq2PR8AdHL3LXYas16cYVdXrDZLFhu1hzevk3INMu2peoEQQ3Q2Zh8aJneuosXmr3DA0b7t1g2jg9+8RGdA6kzArE8kjrHe4sxfbKMya1XS+gz9U0z3x67cjOD92yp1wry/oVfhdb6pLsdl/IxO4stWyhuq6LHZ/zw4+xTBInwyfemx4ynL1wrmbpssXVQ3uJibu5GU5CTfIxaArUPbFqHC5rV2pJllqdPTnj48AGFjoa6nW8x0qCyApHEgVyoCCiEGhBI4zKtouptLBORItaJimiN6EVEQuoQaDuLbds4Pw4BmTApVmoE0dkuBkyODQHj4+RHSk10IRR4rxAiOb0Jj5Qu2owHgdQSMZDYEOhQ6DIjZNFZTmtDoVXEkHRdNEhIWH6tNV4oRN4jNhUqN3gp8SaO27QSWzvzLsQMGK3IXUJ4huRO52jbJe3ynLC+opnPOHn6FJkcmq2zNJ3AiRHTvVtYMnamClkO0OMpejjBq4yT0xd8/ulnLGcL6iDIB1HoSGgdsTtE+mLwsdxy3m2plTeBgVuvUWIZ7bzDJ0c/oV6zJu8fryyAYrRfF/vy+s+jPbnojRiSEm7ERUQrkWiCIXp5BnWNNhTpf5TEuo/JOmzliGO53l9paVEV0uo/xj2188i8wJRDrhYrdic7qCyqYOkswxQFQcikLiVwNuBcQEYNeNABJ0PCe6cpkhSpcxfRjdkHQuewdYvzHa5tsW0bt7pEmWmDQDoLtot6XimbK6li/YnA2tgfmEzhREeQAhd8nB7YQOeii4fOB+i8AG+j4H6v4BUCyjtEcJTfSkrOiy3Zd+tniogBn9qe/vvzNjpeBCdARgYOXYj2hnZNu7pic/GC7vKUzdUVwjuyPKfuoopw1XpGkykhRJzTZG8fXWSIvGQw2aOqLe9/8CGLxSrhlUKk8SGQNgqp9iYIykR9GiVUOnTXVYRSiq7rYkLd9muRqOODf/2a/GZw96fpJtrr5jY0yJD8g6KkmckzOtvFazhEj0yTpgzexezcG6VuB+IhsYvSrS4RUdQngb1sAu1vXc3S8ypp4ZlhSTHZgdwgBjnOKPJBidA6ztlJVZEUqGyMDpKu6ajWC7TUKJEhyRAi+mM610YsR2boQvTG9M7SVRXOdggc+A6S7YwQgoHzhLajmS8xpkBnJUHqOBnKdIKnhi1jyvtr6LLQWfyStUaEeDP0CzaPfmWKoJRECYW3PpUVNt6CgEnBjkySImkfEYAsyyLHIsEwcqHwQeClwLmwtTm0bUO7vOTq+WM2J9/QzS4xaQkz2p0i8pLTyxnj8Q55ltN1LaoYUQzHeKXIBkPywZAvv/6cjz79nKrpUNpghKCzbmti0FmLddGq0YW4ovfep0VhLEestdfyeClh94JMv5nb8HsEed8s3pyy9M9/+xAEwEVePSFdMcB2aE+Io8BoVZIIGOl6IqQD4mMppEVa+0tBAlPG9b67Zhj14jtaawaDAcPhiL2jI8Z7ewxGI7RR5OWQrBgmMdBojBVPv9/aiWiTMRyNqTYzpO3Iy3i8tNSxfHIOG2LpBQLvOpxtaesNPnRIJN51cSgU74A4bmtbpPcRiZgIzVpENn9IBHCZAFLbiUICsEmpwJFwGvH69okvqxPOGqHivFjLuFlOkg1SSmQiUQsl8elQi5QggrzWk5RaY7ynsW67FlcepPf4Zg2rSzZnz7CrOaMi5+pyTeVgb7jD5WKNEBm+i+ZoUkswCpnl6HzIzvSAVd3y3//pZzx9eRoPuvPbgxjHg70Ou8O62DjfPJRaxW//ppFX3TbxQHzLqOC1obb92ObmfPLm7PsmCaIXHOo/LB+u5RSkiDILztrkHKdvgLv0NrNxcy4qRHKD9tuAjshEtqf5JsXOGEOeDch0pJlplURnVJyeGJNF2xbvUcHHg6QkAQUqYzDZZzm/pLq4YGc8gUwQXCy5epkqZ6N5q7MdwUaNQZFurhCg7RqC7fC+IxdFNKfCpSu2P8TXRrNKiq3mYq9O2/uC0m+QjUahaboOiAlCa5UOVTyyqtcB3I51k+R03/TIqF8jReyfpIpiRrbr2LRtRKbIqAcjqha/XvDyi18ye/4Zpl0xLHKaquPl1ZrJ8TFWZujM0S4X7B9NKYoSOShgOEBqw3BnHy80n3z2Gb/4+BPWVUtA0XYtLjikMWkEm2QIVUKpyr6v8/RW6K9YTXJjDO2vXfp+1+NfxfH8NmZFJXxvCH47Cxf9+j8FYx/tfbC7VGP2wdm/9nbJlLIYIS4hhEqlj4j0rmjkGkkXbZJLjn833hBt29JUNQn3i5IZCkXwoPOoYBv3MInCR4dEx/ctY50+nkxplnPmsznDsqQshwRvE4tH4my3/RV8dFxzzkUdQhGZ+G3XkmUqEqVFIn84G5trH8u2GHv+mnUe45Oui/6cQcZyQukIPJJSYlTEznsfRXD6i9U5i9lyHGP/IlLp5NJYMKZwAcFtoRqkLGhDIKQlm3KWzdUlp48/4sVXv+R4N6euOjZVtPp2esDx/YdsbAtCMixLjvYPcZlh1XWUOkcXQ6Q0fPX1N/zff///cnExi/o2nmgypk1UM+gPqJSR8J5ucVIvkWfRSbufnPR1eZ98o7qwjswqa+Pt9zpB3o9n+kDUWqeazQHuxjWRxPfDtUB8n9kRIrk2Xzc70l+jGPvXd8G/cv30h8sTM58ScuulWYpeThlaFKuqYb3e4LrodNYZQSMCbTZAp6DROm4enVcomafDIcFbhJAoo0FmjKeH5GVDtVmxWC4o+ImaxwAAIABJREFU8hwjsug/1LQYHxKeXdDUHTbtCBTR2SGyVSJiUiIxQqKRyCBQ1kX1KwENPtXGbMs5g8C3DpmpWLr4ADImB5PHWrrnMnZJwCiSCdLmMH1mzl/jiqRIwvyB1FDbXskGIQJe57iqRrcVm8vnnD//jNnp59yfDlChY1nVLBeWq8sNd7/7XtRhtJ62hTtvvIWYTFleLhD5GK12yMyQxXzBP/34n/n00y8iMpN+YKAISIQMMXF5n4K6wFubfJHiJI4govOAF1vyjslMFIhSGhAoqSM1T1iiLMVrBPnNuucm7e3mIohUMvSM6f4qvrkJ7a/q6JbG9gu5iRW+vlllJCyLRB0T0R48bCEBaQlDoLWOqm2oJSw3FZfzGbvLMcVAx+xubbRY8Z6261CIZF6bRpHbDawHl1RmA5g8pxjk2LahWq/x683WVqZrmiiy5HwaecXPpOu6LQZHaYUx2fVrpwzbN5mxkXLI9MW8wnSRES+kjI69h7rO5kJEcU3vY6O71VW8cWVvS0p6JN91QrHOpZ4ocjO99wjbIWzDanbByZMvEe2SO7cOaefnrNcVQSmulpcc37/PeDLl5Owc5wU7k31u37nHcrnEy0BZRoDXYrXkv/305/zDf/1H5vMl1vaGwjrdIknireuSTbrffi7x/QeEiIdSI8ikwvVVQWsRaW9idEYIpEXi/8DG82bN8wo+5UbAw6+TK27+g9tFUf9l9tfzt/7MOxvNofo638fpAr5nF0X9wVSdx9GkABsslbWs2pbL2YzpfMxonFPk+bbGNcmSUPU4h1QHQrolZH/7QHAhNkIhGbpqgwo2lVvRU8hah7OxcfI+uk10VQudxZjobRTdJUiYFx1X1CJqlnvvYsPNq7iMiLI0uHTYfarLEdEMQaT3rrTCWYeUIfJQ4ZVktP2AfbS/sZ2NE6D+MyfKUof/n7z36pYky+77fsdFREZmXlOu3cBwKEqUiCXpRR9Xn0JrYUkPFCkSEgUjAMQAwxlhBmjfXf6aNBFxzNbDPhE3q6aqu6enMehpnV616nZdlxlxYp9t/iYnzDgy7m843l7hKbzz6AHD7XO+uL6hbz3Pb25otlu2Dx8wxMx+jIDjv3rvfaLAkDKrs3PEe26OR/76Z7/gT/70T3nx8pYi6iBhvWotUFt9+cQ4TAtkt6RPi1UMIKkqQ5zuPecV9+48Mep11E7LqxP2X2uTz5OkpX0lsrTB5q85/fj071NyxV1eP0e7OxIBQHAet2x6WU6HkrUGsBXhKLW1JLOSq7Fka9nHiSlFXl5dcXFvy+XlJVOM2HEkdEHBV77qnlir/kZGBya+/ltOSmhWU64q3IluqvnBw1qSFMZpIuZCrCcAqUBUokjThHriqI3i3PWQWjhq9ClY3K8U9HfXPVV358phrIWZ2olXxhVVyXeGPM9/6mstJVen51QFSdXdWYrqmOQYcbWF673nvffeIx+f8+z5C+3lA77vuXfvfUzoiEOmXW2YUqEYz4urHca2ZBpitvz5n/0Vf/Lnf8VnT14Qk6FpW3ClutQVvLnbbt5rj1xtNGHGo8zt4LSkY3NgnDt9gmSpU3XVzle15d9grD/jUhY5ipMHZn5Rp4XpXCTMm3u2DFlYRnVYdPo7lptDrVlFI+Cc1qgrtCN4T0lZI92S+xfGnDnGieubG1arwM3tDfvDJd7fYRpyVu2QZdVazFZywIybsRjt8jiHNaKcwzyRcyKnzCSZqSQEwzhOxJrSOTF0To1tS1HIgitFT4nlV85DM0POmsPPmB+4K/BNPRmdm9n+FuPvOlJ+LuBP0rf54UB0gKZ1vFXb8awwZW8DKSdSnMhTpGtbcrTYEGn7DfHwnCkmpizcf/CQXAY2MWKahmRUzmN/HLm62XHx5BnON1gbYJ/ZTZn/8Cd/ztPbgTHq65lirlNXo9bmtSsh9b7PRXDTtAgs0hLTNGlKib6PeZ+5ELBT1qlxdb1u246UEil/S90VU4sWkRlDUtMMqy/WBb2puaYUywCiTqTmo+dUpMgYjcJJlDlka1+Uap465+XBO1V3tfUlCiAqfTGLshdryKjUwzEbdqkw5MzVy2uuz17SNQ2h8YzjpIMT40gIvmtxoVKqyCp9UUDEKIF5nJZuSMyqNSLoWB9nSDlxjEduD3vt/abCyltCGzDSYq0K+fu21b60hWxLrcxFe8qmQJ5AEiKOUpScUAAx2oEpWbEqIQQkasQ1zqpJXg0KKavC8J1Zq0b9kotawxiVdRMgZeVEShGaVlVtswyUap8gWA6HicuLC0KZ+PLLl3ThAglrboZIinB9O/Kff/Yhn11lmnZFzMK//jf/A3/6l3/FFy9vGKVCosUiKeFEtPedIaaMD3PrWR90Mar4ewqhdU5l6Macq6MdlKRmEJRaYHvF6aSSSOXOefvX3uRFMtQuxpwXq5LtXEzdFaenBk+zeLzlVercHKlUpLG2DI2pBZHF1MLU1U6M2mmbhW0Us05NvbU6eMpCqoVLLMJhiuyHkdvdjtvbG87OzwhxhTscCdbXfr0g3lTvyzp4mae6UpimkaZtlNyRlGrlKoHCVAy5MYbhODAMR7CB8XikWTWYRrUmvLNYHyjGqrSZ1YkidUBjxenxKuoUYY3BuwaDrcYGqW7iatAqWosI2l4tGoGAu6JzTmtSnrsUGohEqCwUw2zS5WoxW0pR1g9aKxx2t5SS2K57vvjkKUkcfX/GQSzFqsT0k6tbXhwiN188o2Bou54P//1/4OmLF4xFsf7UU3FGzpaUyEU7KrmoUYIYIRWFQFDbrLPAqUKrDa7CD4pRMSFvHbnUVNfoe57SRKpCR99qky+9V1jywtMH5rTYeb33DdQjxS6F6VJUnuTwS5QXJWTMgxVBmTpFMqkUWh80jxSNiFOKOlipObpGY2EYJ45j4MXVNY/efZdSCsfjkVXTanfCO2X4FItBe60IpJwQKTir6YD2tGuhK7rdTO2XG2MZx5HL8wtCs+JpflI3qmPdb1ivt4SuB+cpxhCaBlPz/pJrn77eMP09iaYJFElI1CilkdmcXNtc8d4s98QYXkkN5w1MEUITNLWrI3Go1ul2bsUCWIZDgaR5eoxHNuuOTz/9kGdXO9bbcybnuT0MYB3Xw54X+4FjcZikp/bzZ8+QipXBuFowm0rg0PszA6u0zSz6tdbQhIYZqGedPgBzl84Ygyl3A0c1v1IDLKltVxcCx2nUFuu3NcYyxiwi9/NFlSKv+IK+fkyc5tildgROmf7z95xu+BlLXPMTHUcL1Z8oYTCMKS43p+SifXJzosVhYUqZwzAyxZbd/sDzl9f4ZsW6WzEMg26AGLG5IUvV98jtXTQUzcr1lxck1xRDYW44G4hl4ngcMRi6tsU6T9e0tFb076ZVOMA85neODATrKEVlqLU37gi+VTnslBnHoQ43jEb6rNPOguhDYtTavEiqlNiaPp5cx/lPnCaV8PBezXkFhEJjA4hga/0/TgPTEFl5S0wTXeu5ef6cm+sjm4t3WF9cMGYhl5EYE09evuTZzZ5jcljniGVUH1IspubJKSsJYrbXWSCwIlDMot6gpzf4EJiS+v1457WQxyxo0Rm3Mn8MQmhaCsJxGjC13/6tI7kC+hW4oy2vt+c9p+1AfU+ybHp30ho8bR0tBYXTYk09YFQcM9UR/3ITzeyUFiglawS2qNB/UqCPWak45f4wsO1X7A8D0xRpfcMwDNqes2DaQAhamcfpQPEqO6adG8eUkhrh1iJZp5ZFcSoCjx8/YdUEVm3HOGWcMXirUzpXHcqcD5iuQ7y6OUud1hbRiAcq9KmXSR3uICuZIEvVgQf8nS2iEj70xDJ2jtx3cg3WWlLVvnE1Ncwp1/elb0RyIdbOyng8Yo0wDnvGcU8eRnbXR/ruAt9ugIb9/hpnAsfDjt3tnsMhUkpDHNE2a+XKTZMy7a31GoxmfrAxS/Hvg7paaxOgUV5wHfT4EBTUFyMxJ2zFtsyZQKqpo3UGcsZ6JVfkOuj6KuzK2z+jWxedVOkGX9zLTlKON232O95d3fDcbfj5+5Yxram44GqNaKytuZzVPM75eszPPVYtkbSDkRW3MR+LUioexZByIcbENKm2R0qZ4zAw42RKmkAy1hQomTSNGCnkFHXgU9MnW9VbnbXklDjsDsRhIvimTh9Fx/be07QdgkJHTe3nhqbDhwbVirzrgghQslTXMi0ug1cD1pwSJSlDJ4TArAVojKIPjaltQeSVkzPX3HQOILmmYDMoLMWJaRqJ06hCUMbinSGlCQMc9gPTJLTNhvX6ghBWGOMxOCiGwzEyDAkpFimm1i0aGJxTuKypHRTVUdcOyNzBMtbpENd5LbDrFrK1nZzKjBevM4u5I1f3SwieeW403/9cI/jb9iN87cRzBmJp8TlDZuFXTaxmkNHryERZpn2lfnz35M0Aorl/LrUHv0R9saRp/n91FZ71vpGCyapbbkR1BaNMiAlgPaVYUsrEITKaCWMcBEfIUcnKWKgpBFVjr4iCqZT/W+l2gC2qWZhyZHdzgy8Gj1NqG4KUyCSeEcG3Fhc0WM85s5m930V9gnxWdGKUvPAbpWh9IK4Q00BGT1JXihKq0fTN1f/0UVY7xDsyeQ1Idk5dFLpqsigNrsJ7c1Y4p3OG6ZCwBDIdU3L4Vc/q8j7RNRyHHWIdYbWi7BNXAyTb1PeSsEUHeGmSpVCO1exXajdOjAev4LOxok+RmSZZ9dJrMZ+jFvehBr/X4bMigsPjjaqQmawPlU7Hv2Wf/PW8+U7F6NVc/HQC+vpkFF7N009/lj3J1+ep45zCmNoDt94v0WmeCCLzNNbXY1ojv+aA+hA1bUspsN/vCdbjO4VnTsNI0wRc45djdJ4D6FDILFFkxrpLEYYxcjyOfPHlYyQXdrsDoaQqjBmxBxjHiVVqSVOCccL1upnLNGGcV/JFyZQUoeRKe6syztYizuqgwzlIkRDugFciZpErhrvukxYpJxqBRl8vJ4WewikqxKAoarIk7eDgLUY8Uymszi/YPnpALnDcD4zThPcNgufF1S3Pnr9gyokkU8V7KZpT6imakQVXP58yaZoq08fVNvFd0+FUNGjeI3OKY2oqc7q3cs4LgymlCUylQs4snW+zyecX8wpSkDtmzunXvL6xX//caYSfn9DTf5tPB8W2mNpqY3nxpwOTkouCc/zMQ0yUisGd+69x0lTFOK++j9RJd8rYud9/8uBqYZOrFz2IZEJo68W2iLHc7g9cXd8yXN/SdTecXZ7RBMfz58/ZbnrOz864uDjHWY83FpsVGyLGkIjYknQwM42UFClWKn4GEgmHFpfOKVWwFNUhubvud9c5Z8WAq264RsCUImaZDNejPpfq5iyUlPG1DZxTrtdAHY1t09J7HR6NuwPjMCw66rFYvnz2gjFqneRbR4xJGwOpYJ3XzlPtfGktNWukF0yorngnG/YUQjuL6athwJ2ovqvyzLMR7QwGFFEMzDCONRsovxL1T9fX4sm/7t/fNMqfH4jTk+B1Ja7TfMvUm0Dlj84gLoNZ+qHz055SAjFMOdGgxAaRu2gnBYZhJMZMiplhmhhSpJGmuiAbtSwJOllrGmV+l1KWyl8hwdoqtNaq23RWg9yb3Y7d1TXWCM+vn9N4xzQOHPYdq7Zjs97gQksxR1zT6mwhZbK1eECmijmfRpJkJT0bg2sa7bwUQZLm00RDQ/fKdT297tYoMdsCOcZqiVgHd6aQi7rHGcAUqW3YskxF4zSRywRSCE7H7PvjkXEYFZBWlcR2+8iTFzfErFPiYTwgtQefS8FKXCaUUqgwiKJT1hCIOS2er3PEnoPL69idGVrrKo9hmqZliq7NiYwwaSppQERZXPbbcjzfFKEX/Mk3XHc98zdpuJz8bNEI7k7zenOnr3GKzShFB1Mpzfx3zUVLVlxItpnDYWC7WSvOPE5MU2CaAn3XIrkKktaoASwdoCwqTT1L1+WUGceRYRw1DzSW3X5HiiMxjZScmMYD52dntcsSSAX6sy1Yr22+tiM5iw8eyZk0TZRp0qhuk5KMc0Fq7SC5zh9r52lu487p3BIcdNqmD6OpERTFqS+ozXqaz3dyJqdoeSSQcuWnqjGxzqEc3juyhVSE69s917dq42KsIXjNuedrpa57+rkiM5M+LBNvauBy3i1KtHOa8qZJZd/3pJQ0DbQqL3iaynSdgu+mHNXJ2qBEkresr8GuzMn8XVR+fb0pPTlFJc7/dvr50+85PWYERRcq2F/VpsKMaDFVe6UoHqJI7Z/a+Yh3GgmdIbnCVCbiFBkOI8fVka7vGI0wlIxNiXUsiK14ZmuQEinGU4rBBscMCFJglG6exjnapkGM5TgMpDySYmI4TlzfPOFwSIxDYZgS77//Hq11mHHAr3ps25G8gTyRr18y3tyQqSAqYwirDX61pelXxBwxoalilo5kHMZqLeSMQaY5LZnbm9qLjjHq19SAIZXFnmeIbZyw1pBiYZhGRFRe28yAtJwwJVOmQTVxXEPG8+T5NYeUEeehbmJrwXi74EsEUxUaKijN3UXnlCLeO+JUCSgn+6HUYd5sXWitVzKJsap9WPShzbm2mK0lRpXH7tuecRwRI/qzv80mP9nKy9/6+t5+NMw58ilw6PSofVuROv+WxUyrylKYeRDFXVpUJOuoX3QqWaRgiqEYQxLVZZzSpBdQFBq7HwbaTc9UCs3c7RFZ+lhSch1Aab45/y5tEUa8t5yfbfng/fcZD0f+YTxwe7XHYIliGWPisycv2d3+DU+ePuGD997l93/vA370wfust2eE1YpUJuJw4OWXn5P2O4bhijyNxBg5u/eI++//Ac32gvXDh1xeXOBD0IK6djP0pep43EgFOeW7E3Lu9UtJ9WivQC1n9YFItYArecH455whJ3KKlJxUf8VIjY6Bq93EZ18+5jiqZHapv7fUDlmcRpzRThNWlbh0+jwt13BWqJ3n54viWo3ouej91al3FXitLdNSZxemdm9A6nwj0jYNOSpaM/Eb6K6cbt43Reav+57Xv/7VKefbf5bUDTy3iE4Re4JmE2IVNaiGUyzdlZgSxXpub2/puxVdWnE8DqSk00XELBM5Y5WsLFmwXie8psJX8/IQqDDSet3z3nvv4qxlc37Gx599xsuXV6TnL4lyVNxJOvD555+yv73ieLjl+uoFZ2dbNtsNQiGnkYvtmvsfvEsb3iPHgZvra8YsTGlg1Tac33tI12/I8/uqmB5EW7nW6Gs+FXha7k8t2lOMOp1GJ7kl5aUrZTB3Uh91biC1xeubhp4NmUK2DcdBuyozRqic3LO00M6qmU7dpDNfdU4vFg6rKD7otNWsI3+zbHio4kJV0eGO1mbIWQVYvfc0TbPUVDHHu6b7G9Y33uTz+iYb/NVuzNv/Ta/Lm7s0MwF6BnGVXMfuljrcSJq71psaY9Ro7tGpYW1PpZSRSqcajgNmewbGklHAl4uAZJxBRZOMQcTWwleJEpMImELTeNzZGsNDuvWKs/v3eP78JV98/iUffvQx4zCwMoU2OGKKXN9cYa0Q4xFrMudnZ1y+9z73HtzDdy34NUihTxPJQFifcXH/EavVWm1kKiQAuWPT56KEjRmEdTqfWE6eGXdT1WIlqeqX5Kzpgmh/mqKki0VapEZ+nIWiqMGrm1uub3baRTGaxnnrtJgUqUFCdXWMc6SsU1A5aQnO99nMoZy7hzKEgGHm6r76PfqeIMZMCA02OIrcPdRz56Xk8u2xK2/bjN/0a9+Uorzp/9/0vbNQkR67mjvPx5kWiOUOXio1zak/cxwHorFIr4g1JUMYxmHieDjStx02WEwyIImmXv15dG5Mla1AFqqad5bsBWcC2+0a4yxN17BqG1rvMJI5HI6ch0zwluAM282Gs+2avu+5d/8+jx4+YnN+Bl1DaRtsc49+1eK9wTSB4gPeN5p/onnprPAKUnH1Ftc4ckxLzjt3KHLOS+0S2oYSk05qMaQpIUWLzFwRfSLaTnUo1sQFT5GMZC1ED8PIzW7HGDUZUD2UvJycGrF1zfdz1iucT+JXNVHudvkpsE+wy+u/2/x+iejLaVW/95SjoAWs+aoM+teP5N92vb7x3/Y18w07LV79zAUEpIJ0BKGYXPvENZ838yU0y5h/iokYM/F2p8ZUUgdGxpBSxBalZa2aQEmpcitNRVzesXq0d+/1N3vHqmvIeeJiu+Zs3XN5cUZOiSAjq7YBEdarFW2rPeTVqmdzdonvOkzfIW2DM67mvkoTM5K1NsBpi64WZYK+dx35azvBOncHea7XTrsZpYqbzn1y3dymTptlmRGw/EzqNfM+cBgOYB1SI/Xu9nZRkp0rXTVVMPgQSJOmRVjt6BinRlVt2zGMw/LaZhrfKcZEaWtGU6aiKWGqlDdNdZTUYuq9MhWZmnOq79ss8NxYQV5vWt96k79ps37TXP3rfuZ8Ue5IFjUHr3m0NUYZ8HOUqDdspNDkQisWu2rI3jCUSJsS67bHZNjt9qxWPX4AX7sy5ExCaExDGo8QWqi4+CIGX7QVZo2C9AEaH9iuNqw7JUyv+hVt29B4wduGEDpAKBKZDnta1+BWPa7v8X1PtgaCJxqH9S0pF7x4SlYYBWhqZkSxMQWq84NqtYuptn4VJiHmpEsVkxaGFCVguIx1+rUpadoyg7ZyGUkz02nKWNfVaWKi5BHyiJGkwKo0abqYC8YGhUQYgw21pTh3cUQUMyRVFtC5ike6q8PmxsSp5EQRUw0etC0KijM/1dZRaG6VODGOlJSPIPZb9slP1+sb+Ks29G/6udOhwekxNn9u3uw62r+DAwiaR05WOEwj25iQDq6vr/He0TSew+GoiMRGKM4gE/SVUyhGsOKIqRDaVrEiVi/saZ/fOadi+kFrBieFrfeEtsEFYbXaEHxHyokYDzR9ixWD6Tvcpsc0rc4EvGMROYWlNQYsWPqZw1lbDbW/rYA2Z2Z7Sf3+BdVpnebfdamIKsrQSSzerLrJJ6Y4IYDzjbbypshhv0dEDaiUqqbXO8akWBzRlqXyTqt7xoJ/F3DKzc15nqvcjeZDCMupPYtXAa8W0qUwnRSuM5pxLmC7rtNCuCir6VtLUrxtfRUC8Tddr09FX+eMAosi6+mgyNaWWEKIwBgTU8zEKVYAj26EaRrJOTFNaouX4ZX0yIilqcB9bbEp6m4+WWZQvxiwweOCJ5hKiA4B1ztsWGFcS0CwxUPVQMw+ICHADDOYH1hRKPO8oecbf/rHzAi/ij2hTkepf4xR6Q5EbW8MLEAsa1SVK+WEEv40CuaYUfhCZQpRyCWToh79s8jm3JGauzOlFO1s1QKz2DtjhTusjW7shbc62+bU13U69T4dGFLvxzRNiynAKcZl/t5xnNCpdO2ufdux/tvWIiD0axSj33S9fqS93rpULMmrF2S+EClndaTAMJbCMIwMfmCz3hDjxDAMtN3ZAg84lkRjLJNzuKbBerugJa012BlLf/IalnE0YJxXAXwDvmnwjcevWkJYYW1ARN3vgqad6hEfGlxoFBNd1QZKmeXf7gqqXGYi8wywAjiFt86Kv+CMwoBBIQlu6W6wFO6CKgAb7/ASSDFSEJxxS67ufSCO05JaLPVIdexjru/MHJV1HiJ5DkpUJYeaatZZBrhX2PenoKzTP6en8hx4Zvnm0xR2bhAoryDo6/sK0Ph3Gsm/i/Wm1uOvfhG/qgdTo51KOReyWEJo6Lte0YdT1L75ulMPSKcQUGu0/bhqGr2AdaqGUJVX83Ij745LoWlbmtVKf3cVzLEnWHiNtCBVGg0MZmaY+0AUS84DxtxFKJ2u2iUNkFpY6g3Oy0DMmqojKDVlOWm9OaNF90z2QOpwjhoQUA3EPNc7xWGtR3JRbdJsMCiUIBZhv98rS8k1xJTUXyjWzV2jdilV4g0V/rTGM2UVYdJrISdOJHeDwNPOy+lmnpXb5OT+GmOYpmlRswVYrXoFmhnz7dn6b1unwKp/ivU6yOt1/EueHQnqRfJV55Cal8VSiBR2caA73rLuWo7HPdPkOB7OiGOm6RpytiQDY8wcx4nQBgJWAT+1XyyWemRHRcOVojIIUrC2ogRzxsQRUyKuHDFxwoWVjsV9Qyyq4bJqVQQnlUg01TFPSsW8oON6W8AqyXfOMwsWWzKlpDoyV76onES4+ZqllCi2FnC16eacgsQkq1wzMeFyUvloiVBUwi3nQixCFoMRS4mFPKRFQiS4oAoLMku+KXsH3ce6J0TwzlAkKA+Xqh/uK1dT1G1E9TMNvtoa6gnKMt+gvsf5c07bUIhzxKwqBMEUihO9J82dxcrr61tt8n+qzf36z34TLkb/vrNWNHdfrJGhXtQxJm6PR/oQsAhd27FarTjuj9ze7AiNpzgozrJuG1V1KoUyToTQ4Ap4Y8jTSJoyw2FPiRE/z6fyCOmgxlP7PXkcVYpZFGQVujX3PvgR23feJRvHeIg6rfQBs+poG4/Um6jphMH6RtMWp73uElVMqXFeOynmroBTNKZi4E9z1RmmakOj/1Zqf7Xm8+SCir5kTE2ZxmmiWE/KZtE577znWB0nvNMukBSh5KrCy5xq3bUXnVMNx1jZTt7MmjN38oBpiks0Lrlqy1eQV6hBa4qRpm0Ra6uM96zxqBLYM/5lilNVJ7PYr8hXfmt98m+7fqWrIvPouFbT86RM5u653tQE7IfIS3bQ9xSBtmkwIly/NOQ0cP/eJbZx7Pdq/Z1SUqEh5+hXIIcJpsiwi+xvbzA54kWFjIbr58hxR44TJUW6EDBSWNvqB4Th+OElF++/S1itKdkxjRkbVmpT2Pf4tXpnNv2W0TqiN6QiuKRloA6lUAVdO7N+TMV2qOTHqXjS3F3xdYjkFKaouTja+lOblApbzYUMuNBo4IhKCQwWgoUSR1KcSDkxJKMIR/SYSyWri8Vr92o+gTvfkHNRTRQMkgpYls7Kck/LXb0zP6gA06TwXWcdbddWmUAYh0GhC6bqZaYFfNWkAAAgAElEQVSEcW4hQ79pfe83OZzgMuqaI/msnbKw+KsyLsYQszAZw3HKdG7COcc0jgQD43FPMIa8XmObfsE9hNBgvY6sx+FIOeyJt3sef/mS427P7vpKHdWOR0wc6CjENOEM9KuOpvXcxkgaBgzC5mJLvL0Cp742ZEvTbQjrLTQtuelZr8/ptud09x/gtxtM2zJlqcZsfpF2aMVXjAmarizdn7sRONxt+pI0iudS6sfKCpJc7vrkpSgqs1L/UpzUmDYYbI7qA1pUvcwZj9S0Kys6a+kQnTYJfFX6KrUzpYWwsvOXLthJcZlSUttK718hT6Qq2YepD+P8MIjChU21oLc+LIz+t63v9SZ/e1qkx7Y+zVUf3aj8jkELomKEKQsjwn5Q3HdjwOSJTRtorOqvqDrtHXHW+4ANlmnYM1295PEv/pFPfvkhN9c7jsOo8IAxKj/UWnKO1TYG2jZwr2/pDLQibIfCbYQsI23rGHdHzjdnbM7O6TYbUnDkdsVVKjSbDatH92kfPMJtLvCrNdKuKNaBb4gl6nutr3OGOMyF5WkNo7WKaq5IzloozmAtdKxvZZbHUMGkNAwK+5WCFUcaD8TxOAOdKUWqMtoMuNIhjHWWWf4OqJh7vROTaL2UivoSWeeqNuMJ+bjeYhFZppfaVFDTA4pUymKz3HpfVdumYWTV9680It60vteb/KuWiEoRz0AlVcGt3S1jK466MJaMj4IzegTavmMYR3Z2R7/u6dcrxVg4y2q1olv1RIkkVO6hcZ6LVcPts4FpdyBmYYzCTix7MXXgriUYh8QXtyPb4NlYw9kx84vH17Sd5713HlIOsD8csU+PNKuOFCYaA53Aum/pP13TnF3SXb7Hvfc+oH/4Lk1/RnKJPONbzEzoNjTV3Q00usWUaELQqCnKgkpFbWNyicRJWfkpZ6yIyng4yzglpmnCWR2TO0lgFbILWvhmo6JFucpipZKJCGRFivqajwt6/ScpiLMUV2UqqnSIyXeECdBANuZIoahaQa0rFIIxwzAyU5rqzzeK7xE1CTscDoQmLEO0N63fyU0uJ38raN9QLLgqa2ErxiKT2QskEWyx3AwD/hAImzUmT9wMR9b5nJVrcM4TnKFvG6Jr6FYr/PYB984ekf7lj/lXz57y7PMvuH35gqunz7k5TgwZvfE5M5WC7RqGbInHPc7AscDLQ8Qk4WV5hsuCF8M0RqZSGEQJxttgeNg63u0bzi+2rO59xsuPf8nq4pLNox/B6pxwuWV1eYFbbzChxdsGmyupA6pTXIuIOsdJyUiK+Jq7CmAxxBRJIoq3l4Spr8cU6LqAMxEYmWQgTQfiMHIYIjfGVCPdBBQSkI0SVRDBSVGOag3O4i1t06phQcy4rA+bdfNm1LTFh0AuY4UUy9JCLFKW4ZT1TuEE1jJNhZyn6odUwBushTF9xy3E78U6yWSWgkdUeF5bUQZrFMwzZeFoEq21DDEyxEQXGoWEogZdKRdi1lGyX61ovKddWyYfkM7Sn215771H7J58wbPPPmLa3SDDkcZY4jCqU4ZzpNCRYqe5pw1c7UbCxT0++Bf/kuHqludfPuZnP/t7xBuEllQyeYrcHifkNrN7MXD59AXD9gluvcKff0R37wGb3/89Lj94n+7+Q5rNJdmq/5Dzrmqx6EQyVwCbrdDhkiI5J3KMOp3MatSVU1QNlhyxYlmFliY4pERSTIz7Az6P/Js/fMQxfY5cHXgMDNaQpMOIVWkPk0lW27YJFv14k1S1NnivUd450qQWNLN8tpTCNEVK0alsqhhy50KVntbT1HtfWU/1fZo7uQpXf7Z9a2r7O7bJT2G48CrWAZElqsyyzuomoRDdQQr7nOjixO5wZN20DFMkpsKUMjFlohSmInS+0e8zluQdg1SxTQuh85ydr2g2lumqcN6tGXcHSil0fcft7orcgvWKBX+nb8l2oLv+iG1MXKxGLv9gg28CzlomEfYxEZOw7bcq7xYCTdfSnm8Jl1v6+xfkptUW5xQpMRKaRlnydXCFUIvHRC5Rtd5RR4k4jZQYtYCLE6kaeHkD+2Fg3fX0facwchFKjDTW0pjM//RHf8DvfXDBX/+/H/KTz2/46KbwDMtoLdFWP73CYlY2I2asaPsxjyPeOTpaQhMWDsBUB2vWWbxtKhhRawJFIuqktWmaGt21LnDVfnwezC25+A9lk5+u0+JlxjULFW67+A+VilqDERUJ6mJkPQwchpFt1n669QExlsNhpG0SZcp6zHrPJBDrgGg4TsiUaPot6QCj74ndllgc73/wAYfhSL9aqYePbyoxITLsrvDjc8abHSsxPGwiLgi+Mbi+R1ZnuH6DdQ2sznHn7+B8R3t+jvQNdtNii5rwJh8QFxYXOVvTtXlootxOBXOlOEFUn9EUJ3KM6lBHIU4Tu/0tIoX+4pLWeyjaDlVobgEbWfct/2JzwYP7/5o/+uKGn370nD/9x+d8dEzcWB0c2brDxZykkloVa4FcCmOclL1vHb6O7K1V2W4FOeqJ9CqbTBaAl9QJrtT26euyJjH9xhzP79d6fUj0pvbRQgVDUX4RwWThGBNZIOay0OFKEcYY6ZqGPCZuX1yz6ntyUUFK2/Xc7vfsx4SJcBwKnW110zmP224x51uOptA/+u9pujX9ek063HDz5BNK8FysOobNDpMy4zTRdh1hdUl/7z6pazCrnvX2nF1OjL7h7OwdpNlQVg2jK1i7wqxaZURJQWanuCrmb4whOE9KEXWWyORpWsSMpGTiNFFKIqWJ4XjASOHi8hyDWr+XItWEV8glIi7Tblt84wnrwHrb8Ae/d4//9keX/MXff8nfPD7wyT5xEPVwFTELpl8WPotU5WEAQ/ChPgwahFyVkSvVHdAayzSNOuSpyr6I6rt0XbcgNlNKy2wAo7ict63fyU1+uk4Ri68DuoCauyvTOwocsnAzRdrjntXuhuAdZ9ue0G6YChziRCHjgo6fjQ+I8bh+Q2460nFPyQbE0tKqY/Oq5fl+YvXwD2kv3mX78H2KC7TTkWB71ufv4s7WbGMi7Q+Y3Z6z9Zpu+5Bc7cYThrFdQ3WQS21H7lpcv1bLx1Z1zk2ylDSRK0/TmYygffCUjoq1z9VVeRwRyeQcOQ4HhuMeaw373Y4cIxfnF/SrNY1roOgE0mKVzymZXMD6jn57gYkF3+5gE/mjiy3v/eF7/NHnN/z008f8/dMrPnt64GooDMYyicIV9PprqpekkEukRAhNqLIfqro1A9TCzPEMQcf2teeeiyrxlpiwJ8pnS4cG85Winr9Tm/yrgFtv7anP077a8R1T5mp3oDVCF27pQuDl1UtcYwhth2KiM7Lfsdqox3sSHSz5zYYUj+yvr9V9IheQSNO3OvqeEm4a2R0OmP4cZztSc8b5/Ye02x6mifH2Fn+7V51t6xiGgWOKiHOUo8XVYZDzBgkW2zTqTNxoUemcwZmGhFW5OcmKbZdSR+yQR2Xe55SIcSSmieNwRCgcDgPHw4FHDx7Sr3qC87Rto61AYGbEz0ToaYxY23C2XZNXZ6Q8kiXT37e88/uG//H2wIunT/nrX3zO//7Xv+SXNyORX6XFgUb4KUfSmAklLCdwY9RMuNQHvEghpohztg6RVLNd6lS6aZoFjjwrQ7jvMic/RQl+FVfze7MWuIfyFpMIhzixGz3tYc/5ds1hOHB7u6JbTTShZYhJYaXDEZM0UhYL0gboN4y+ZdrdsJFEEsHsj6xdq64Nu8CUC+E80XVbpuJ4cTPgY2YdGjAN0UzkmPHxthprOaJkHAasx7YtU1FNFKymDnlUYywFVaG6KKJYkHkSCMIUI3mcKCVX9alEjJGctQC9vbll069p21ahvU4lPlSnSItWqh6Lt4Y4DqRpxLdrXHOOFQWQZSn4Iqwbz6UdubdZ0/jA//IXP2e6GjhUluy8TvdMKapetjDBjEpddF1XGVAWY4KiHkNYSB4KzoO5/TjLfSsP9DsuPOe04HdhGRTuStWBLcYw5MyL3QFKpm8dbePp+zOGKOynxPlKlVsVeqva4ZNksnG41YbNOx/wbIocdgP3m4bjfmA9PuPBPSE4jxGh7Xua4Nm0DbkYpmEklYJJCYMQq+FWTJnJZGhXFOcpocGtOqJVVawsufa5MykLUgdgzlpmgmvJeUFkxhihbqIYo1LojCHGyNXVFQDn52es12tV1nIqmCo547zFJUs2YOpGj5PiVwwFExpFRDqnJ0iJTE1has9YHxL/9fEdfv+Xn/LkamAwLDLL8zqlN54WmFkKOY7Y4CBVnZg6xJrRlosdD6qjk5K2FNXRz2K/Il/51njy35VNDnoEl4r4VxF8w1CE/TRyfbhlu+s5jolUDFPSjoEKwyo+psQRZyx9v+FYBkIH9z74MTdXX/Ly9gY5HDgjkuNjtocDzXpNmo706wtM1QBbeaHc3ipFOU7k45FIIhtLCR22a5S80TaY0ODbAN6RJWGMV7CWAZxidVKKyy6y8xg/Zy3IpliRgJriXF9fc/XyBQbh0cNHrNdrHZOXgvEKaziBKpLiSMlqrZ5yYr+7pV2f4boJF3owbW1RZnIJBOtpyg2bNqiZ7h1Y8tX78IZTXyqwDmC339/Jx4G6diRVBSuGOvhyGGMXMdY78vtvif72fV6mNhOVEG3IwJALN4cjt8dBWUTHAUyhsQXTaR+76RS3rq05p96U2WIbh1s3jFdXDC5w/fRLhmHP1e2BQmFztuXi4h5d6CqhQXX9VEVDcSD0a4rz4J32xc+2uG5F8QGpLPUiVPkNpxHbe0XeGR14GWsZp4kcVRYvJ01TxnFESuZw3PPy5UuC91xenrHZbln1vfbXrcXYWPXdNdrHKSoWxDrsnI5KZhiPNGXA2ZWKd1oPxtJLIOQWJJOHwvXhyFjtcOCb7pOZXEF9WKs7dn2/PgRM1j65Jag7YAgLJ3YeAL5t/U4Vnt9myRJSTrDnFWtyEJAh094OXDx/SvCO+w8u8bIm2C2+8bjhSNs11Uo8EILDugxHS786o6x60r377N/9PYbDgXjzjOsXz/jy6TXu6Qu2fYcvWXN7Z+k2ay4e3qffbglnl4RuTejWdNsLfLtCfCA7h3UeEasDn6DEZItucBXtTMQpUka1RkkxksbEuB84jgdSihwOB54+fUrf95xdXnDv/iV93+PblnEcMcbQGmU/IZaSiub+4sjZKly2TCoDIQWTHRSrWpHOVmyKZfKQxxVPjoXn+8god05z33y99vWiqVqOmTGOd2hHEt4HTLCqutsFxSTJdxjJv/eF5uvLvPLXK0sEYhaubm95enVF4z2bszUX7gzQXqzQalTKgjHqWbTZnLFue7yYxQLkwfvva4E3HTnubpn2O6bbG6bDTonOFrCGfrvh7N4lq80a05xhfMC3K7JrMK4B5whtqHDhtCD3JCkpueSo2Peoo/qSdXBjpDAc9ozjwDQc2R927HZ7+lXH5cU59+/dY73ulwlhU+l+pUyIFJV+rshOqZ5HJddaRsC6oGwg0fTPh4BzRoX3naf4lt0YOUY1E9bs8Ov3ypu205v+bS40DalCdVMlWivJ5asequ8kkr86pfrdWEVTdJKoP/zVfk/fNNy/vubifEvsgrJ3ag9XR8geYxxtGwidxYkhIUxkTTmspkGrKRJEsDEx7nYYipKk62AktA2+aXChR4xVryFjwKh78WzEOo+wMQpOSpV+l4pG81KdHmJWLPhcJA7DgauXL7DWcnZ5znbTs+5Xr0glz9jukqqH0oKpDwzxoJs6NDq5tG7xs3cuqPpsMeAsbeMxWI7FcbWbGLLUM1Nbkd/VukuR1dKn5ITqLKn5QNet3vq9v/EmXy7WV4DWv3+rtrNQFONQEleHPSvvef7iBWfbNcHBet0RY8K6gDWCNa6On4OOH4zBe4t1Roc6COtuQ/AeK1JxJgkVC1Ih0pks4JxDrHYPvPP11EC7Id7hjF00xmfamqGy4UtRfHgpxDgxTZHhcGAcjuxvd3zx5Sd47zm/vOT+xQXnF+e0ISyIzQXpNzPfnUpDz4Nx5z15UikK591i9KVQQKO6K6hRQRwjPhcOU+bTJy84xEKptLfvMuTdBdDXfYQKU8zLgOhN64eTk9cx/vIxd3HkzSeMsm+LEVKB2+MRFxNrb9luVqz7lv1uj7dK2m2aFjB45wk+qEtZcHWDGBqnilutsWpc5S2mWamSlSlQEl1l58wxbiyxmsuqSKYBxZ04Wy1dZBEUqna5VUxIVWpTjMRh4LDfc9wf2O9uefz4S5y1nG033L93yXq9UjHMmj6catio9J0jcuLTo1dM7dTF4I0Fo+1XZCYae4JvKFYl93Iu7A4DT69umYTK3P9tBr3ZsO3N6zfe5K+DZf45lxPBG91sGSEb3oJOO2mZid6OCXiZI/LiOTSBEFqCb+i6Fd4WxsNYOZOC8xr9vA1qzmWMWvxpGFbfTkuFk2YEg/MKAYCZaVOoUr2qH1LPlVLUAhCyvoeUFHNiitqmpKxRXRSXcxyO3O5uePrllwz7PZtVQ2gslxdbLs62rFYdIagjtL6OO3cNKUIqDnGeJBGxDh86pjiozmTbUnwDfo3za3WiyBms4l+saQliGIeBzx4/49NnV0QRHCpl952G8q9d/8TYlX/uzT0vbSPPxl0K+5RKifuVL6wXRZ+DStcywothgM8+p/OBzgc2fY8Th7eecRgxFoJ3+KZZ0glnHQarG90GZgOBcjJqtwDV1yZXhOSiBFYSmFnoFNUaLDr4oRS8NSTUerFI1U2ZRm5vr9nvbnn65DE311d0bUPTeB49us/5xQX9ekPfr9WK0Wo0Vsb9iWqVaEtVjLYqLQaMxXlPyeBCiwst1nptnxpFOMZxwIkhSGbYHfj40895uT+QMVVh+Ldww19ZP2CA1ukSCzhbqV8FayrGnK8ujq3Rx6AAk8BumvjHTz/lrFvx6N59/FwAKoqJtsJFS4wLJsZZBzlVYH9VnZqFO43BUAWCKgPm7uHSTWzsLHunn59JDlKUykapGispMh2P7G5uePb0S54++YJxOCIls1p1XNy/YHt2TrfqcaHRR9xqV2RWus4l18lhIiWF61prmbLanxvrCGFFsSqjsahiCZhS0Fq4IGkgxcL11YFffPgJ+5SYMBRrFszQ92H9YDa5GN2kWQreaoFU0Ej7VTW+cCf4b+opkIDrYeCzZ0945/FjbKOW4tYIwVpIGVuEMo1qD1hzWy3q1OfdVmK1SMaIGm7Nea/zqllojFSjqIQVg7OajqSYyNOEFSU5GKnkhxhJ48Cw3/P4s894/MWn7G6vCI1nvem5vDzn8t4F3WpNaFeLs5zauavfEqhuTOWTaHpXrRGt9zhptKbIljgdK/vILoOpxqmsnEVRgfv9yMdfPOXnH33KQaBUttX3ZYPDD2iTg6YBueblRkqVZTPat33bqtgmEfCoII51EEvmsxcv2H76Mb61bDcbGmugbZmOA1Dwq7bKYRiKdZii+tyqIFDVVqvVnzWzQKYsliIpx4r/VkaMq+TrkkVbZDFiciJVCtt4PDIeD3z+ycd8+vGHjIc9FqH1nkcP7nNxeUbTBUJTdVSM9rlnHXObc5WH09c8pYRERfJ5B23XEa1ASjgsiWmRp/PeVeFUQURfDwK7/YE/+9v/wifPXhBNPdVOmELfh/WD2uQYsxSd1lisodrvfYMrbhQT4mv6IaawnyK/+PRTXCk4cbxzcQ6PHiLbDcPo2NqzJb03GMwsKg80XcBUQnWpcFDxOopPKWKdrVqJpcpHROKoG0oKmvpIZhqPxHEkjSPX19d8/uknfPjLX2ApbNcr7l9ecn7vnPN757RtVx2LtcdunK9ir0YNBqxKuOWcq9IB4J0y4ysZQyetBu8Cx+Me38z64oVQhUSxKja6u9nz53/xE/7kL3/CPsmSpljuaHDfh/XD2eRCxWBApGoUOqfTnjeuu41fjKnOyAJkbLEYo0Cgm8PELz99hi0dzY8dG9+yaoJiyX1h22dcbyghYL2DOCpbJfk7CeaoPfCJEdeEasE9R1gwuSDjpDl+ybRtS4qj2g3GkTjs2T274aN/+CWfff4RRSY2ZxsevXuf+/cfsdluaLqOtuvwwRN8h3eqVOWswRsq6MxUNo0OuADEljt352KBBrxwiEd9Tw6wHrBItlhXyHkkJ8Nnn17xb//jT/j0aiBVCnMxhWRfv8L/vOuHs8nrkop5MDLreOt6teA0v/JhKSqZlgArFc6KAqBuxgO//OITGi/EpFiW9VnHcTdgk8MSwDgCBvFKoh5TItqqL1LUAkWsUXHQmmOLQE6xOjRPxHHAO8ew35GT4rrHw57rly/4+U//C1988TneGx48vM/Dh/e4uLhHv97QrnrarsMFv9iYv+4MpwjF6RU98FylrusXqcBm1TGcpoLBVxloi4hjMoWVGJroefrsin/3//wVf/v4cw4I2ShTaZGkeO0y/3OuH9wmB/QKL96R33y8XGpvXaRaJ1aOaDSFF8cdf/fRP3CzuyZJ4YP33+HRO/dp3Ir97R6p5lJ21VTbE/3tpXZIxIAVQ4ojoWnIg47SS0pISkiaMFVOIqVIjpGcJl4+e8rf/e1P+OzjT1ivex48uOTdd9/l8vKcpu0IbVsnkm4Z2szScadk75y1cJ2nnaamdrO0XuMDrtYWKWaapsOLx5qsbhtiyRIRaZgG4W9/9iH/x09+ypMcGWuqN9cnBnRG8VtaX4eK/cFs8iVSCzpgqUdwqaygb7IKmuqEKmNhjF36xkkyL8aB6cljjjFyMx6R4PG+o8uZZKApEzYqf7HrOiiu0rO0LFD3Y4jHpFLKVOfkaSIeD5hSFDcthf3+luuXL/jZT/+OZ8+ecHa+5sGD+zx48IDLywvW6zW+aTG+xYUGF1qVcYM6F32V/1peY3TNagbOusXhwllH27ZYGzGihBFvKzspTTTJEovhl5895o//rz/j46sdI2bpphjuulzflygOP6BNfrrm6C3143LypH/V4GpWObZSMAVcgWAs1ikxIZG5yYnp+TNGCqNkrm93/OidR1xyTkuik4bJGOI0LBLFLqgrmxFVkzIzHgUt1EqccKWQpolC4Xa/48Xzp3z80Yfsbm947513uPfwgq7rWK+Vuta2OqQxvsEHRS3O2t7OiU5G67LW4p3CZNOJQGgTGjVyzEo6KGV21dDEzTnBWkGsoZSJMFiux5H/9T/9J/7zx58ylEV9cklTKscbU74/+9x8Vah3zv3usSPkVz54JVl52yaf7UO0f61Pf2ssQWbiXJ0QGm0veoHee+5fnPHf/PgP+Ve//yPef/iQ1dm6uk4YmsYTvBpVOaqLclbjWO8dU1ZhfEmJab/n5uU1L1+84OXVFTENXF6ecX6+5t49ZdV3qxXWeVb9Woc9vtGWZRtURco5FcE3VgdKRXvugoK58nAkS1lUZI2z6huEYmSCtZScSdOAMap+Re2vWwNxTPy7v/45//Mf/wc+vh4r2lDxP7NQ/2nr8Le9yXN+c5L0w4vk5tUPvi5fO1XlWm6U6I3LUvDG4l3ACljRSJVKYUKQWDg+f8nt8cjz5y/47378Y+5vt9y7vABEo7lTpKFxjnE4ghSMKay6jmRhPB457vbcvHjBi6dPcdbRrVacX5xzce+ci8stm+2aYBucC7TdSqlf1uN8IDQtpcJ4Z6m8tOTkClozGEqOizZLNuAqK955X9lAsvTQsRbnGnWgSxFnDePxyM8/esIf//s/5fH1kYiviUqdbJrXLv/3aP3wNvmvuV6xaqlHbkGP7YKoNlyN8rZONL2p7TIssSSeHwYOH37CZ49f8HDVcrnd0HcdOY5q+moAZ4njqCP8knHWEimkNCE50beBs82as4st9+7fZ7PpWW96zi8u8M6yanqdUnqPb1qabrUI05eSSUVdJ7zz2u+uqUuMsVLhCr66vFmj8s0K+/WVWleqOlXBucBsIGGLTmWfPL3if/s//4Z//PKGRPVrWoBu/7xb+/83hedvumYHi9OQZOp/qvak/+zEEOomz8YwZci1ZXe8veH5HsLL5wQDjTE6ec1CcAYnQjCGUHVCmibgHPSrhlXXcXa+4fL+OZvzNdutIggxltD1hAr1nVMUjNUCL2fw6pLm62ZF7kTujTFqOmXV11kq3DfFqH5LviIja94uOVdzL8XajMPA8+s9//Evf8r//fMPuRFLNDPwje+SF/FPtn7wm/ybIiRnVVi4Aynq9HQuFBWjElygMeonNOaId5BQNkyxhuwMQykEoAF8xQx4EdpK8HXB0zUNa9/Stp6u91xcnLE923BxeU6/3eK9p+26ikx0iNglJzc+qHuxMWqDaC3GVUGf+rCW6kKxKCsYZS1Zp2a0Sqq2S9fFuxmWoMAzY4ScJybg7794xr/9q5/xZBoYrVRDLxapj6+mEf/Tr6+7xz/4Tf7rrSoseQLVnUqpMAFXq6o6ZCqJoFrRHOtQRRBccTjj6JzH5YyjYJxKSltrabyjbTRyb5qWzbpjs+149O59Lh+cEdqWvlfJiKZpWfU9bdMuACpTlWyF/6+9Mw+ypLrO/O/cezPzLbV1NyAWIYQEwSKELGHJSAjUQgYk7LHGi2Q7xjMjj61xxMRMzBIzEw6HZgLH2JrNMbbCnnEo7BkhYRstw0gCGwEWINqAgEZNN/vaC9DQ0E03vVXVey/znvnj3KzKKnVXVS9s1e+LeFH18mXedzPzvJvnnnvO9xnHo1aAA6cu6QF5S8bSWhrR4uDirSgjlhU+ZAQxhY7pfmkiWeqYYeHSEqe29P/ok5u57pY1bNy9j2k3m75cP+feDBi6K4eAZmAmYrIslUDusGLkqHg1DR2HkGswLR5RBmrV+Jla2riXSJYJwWUEhRxHOw+0c087D4yPtBnrFox0WkyMjbJi5Tid8VGKTpd2MWKqaFlGyE0FTYLJt9iPTGcSpEKq7I8IToLJlUi0+YQzSZJaaVrT0rtzpkxt1VSK944sJXT1NHdmAwYAABX6SURBVOl7DpQXt09x45oNPPrSLl51gkb7kUvzir057HxBDI28CZFZl7yxcGL0CBELmAuxMkUz72p+cEGi/ShcjCaDmJbVWyGjCJ5OHmhlgU4rY6zbYsX4GGMrxpgYHSHzns64uSkuBIp2y1yjLCNkYWa+UEsZxhhNRS3JjZtCtFJV4CKmxOBkzhK+qceZyG1VxjRqW4G1DgYMSqOpk2h/d+/u8YN161n3/LNMicW905V53W/LYhi6K4eEWaOpZbTr+jgVJQpEJwR1Myt8echw0UESfMqccQgGEXLnmBjpIrGiyByrVq2gXXiOP24F4xNjFN02nbygU7Rodzs4n5HnhUmO51ayJt6bDlCaKNYMU3UfvXcMNKaEMvPFjRN8VqYbLNtR0kRYk/5p5oXKhFFSWbKQ+5zJ/X3WPvQ0N6/dwPaqohSPi6AsMaPzDcBChj408gY8VieqKSZeE2l6NfnEflWSidDOMiSmMrbKRr6W8yieIJEs2CSu8A5XVXTbbTrtNiOdETrtnKLVpWh1aM8YeYc85DifWSmdl5nFnTJGE5WtuQAbS/Wa+lqLSUm08j91tYjsLJuCoGhVmr6Qd+TB0etNW/zfZYgXygomeyU/evxprrvzXl7YO8XA+eTmvPGhwoWwkF9+bBq5zv6RhnuSOUcrGUxdUaQkPsS0f03rUOQBn+Upb10Y9Pr0+z2cixQhkHlHJ8/otlqMj44zNraCvAisWDnO6HiXTqeg0zGpxSLkZBIIvkCd4AuXSH6YUZmueQ9njdsWfqqqgsw4UTSaTo/y45ztENHKaBusAmmQiDQzHB5cYM/+/dy9bj3fXXMXT+zaQx+HRG+u0Eyh35sPw4nnQWAacZrivUqGUOBpEUCtgKAiUootDJFcAKqIxyM+4POcFd1RGFT0ZIpYtAjZrOhrlsKARadDMdqh3S7ojo/TGe0SgkVaWpmR9SARiSUuOrRvqmiiZl4kXpuIhQRnSYKS6vLARunZRCwTlFKtkkCYY1D28HlhC/FqLAAET+kqfIwM+j3uWf8g133/Tjbv3c/kjN1UsyHCN6OFLwHHrJEba+XskC6oVfpHpchyNFZUogyoUm53Wg3VSH/QR7ww1ipwYsY8snKFJYLFKVvqVqNx7rTbFEWOeKE72iVkAR88eZ6R5d7a9ZamWGkFEYIEykRmKWJpv7WrEht58ia7HSn7AySk9IGU9qpJ6NWnkjuHS7WdRonsgxGIYvNmntj4FDfcvobn904yjUu0a/Yse7OwMRwMw4nnYkjp5jFGoxvzuS2yhMAglgQf6IvSLwdUaQJaUtENHi1Lev2SrN1mZKRr+eg9xakSnKfTbhO8p2i16HTbtFoFrXZBURintkYrVKgjJ8BM3netTFznfldllVJ2ZSb2XcYSL1akkYWQpLv7BLAfgmJPH+wp5EMwNYeQ2XbxDKrIpq0v8N1b/46Nr+xlr4RUq7l8MDTyFEGpaSNUIw6lneWMZgX9akC/EnpO6FdlklCpGPSmkVaLbrtLpygoWjl5u4CygKoiOFv0ybOMsRUTtMc6FK0iUcZpCuklHztqUo+wnJDmyDSjXpwoK2ojjzGSZzkOR572iTHigzcpQ41I8CCC9wEXfMpnyXDOzzDhbn35Va67+Q7ufWILu1Xpi1UhLyczHxp5AxY/UJMSEejmBW0y+v0e084xNRD6sQ9lSaU9KEu67RYrV0wwOjFOZ2yUspymneeW81JF8iyj3W3T7rbwXlKxsBAyN5PCa1wsccZIYW41j0tMXDT88Ty3Sa8XbxU+UcmKHAVjw008iwDifSr+sOSs2sXeuHEz37r5B9yx/nF2RhiI4BKFhi6j0fzYNXJpzshnoyfeO4osowiB8dFRW/zp9ym1Yv/UJLv37KYa9MmdxcFDElRdcdwqRsbHCMEMqRz08eJoFTmokmWBVsvEn6poct8+y4wHESwXPNlffzAgz3Okzi3RmlXXaCGcd2RZTv2zDGmRShKJJ3lII3hmiVc1F6I44sByzB98+DGu+atvcv/mbeyL0BebiPu08PRmqrY/UhyzRq41IWUKFZYi9DGNdnGOVatW0e60yFs5HV8wPTVJOZjmZa3o9yZxOLqZo114umMdRleMWUGxt5KxXk9o5TlZMP0bJ45WXgCpyNj7tIqqjSiIuTIWBgTE4uVRoxlomoC6VNMp3lFqREJIcjEedUruAQJIQShyolSE3GpMo4cNjz7En33jBh7e/CK7kvZmnRcel5WjYjg2jbyR4F+HWFWNuni/Kq/2pzl9pMuJJ5xAqygIeUGsSqb27KZTFOzc/hJVWdLtdhgbG+WEE45jrNslb7fscS82ctcKaikWkuLyNql1ziEVJuUnzLALOCdkwYSvvLgkDuWTRLe37c7jcCl3JUA0XnFxwZ4IGYjLcK7AZxmVVviyh+8PeHrLC3zt2m/y4NObmFRJiWWNS7OM3JQax6aRHwQVMIXy8v69PPHcFk455RROPuXtVN6ZuvH4GPtHOnSLnL17d9MZ7bJq1UrGRrp0W4WR9KfEKjRafDnaEnrIcjNUcTMqwo6cPNiPYTCYtsQuH2YmoCbfklskJuWyiJj6maSVUbwzsS9MHSLkOZpbOkDwmQkIaIB+xZbNm/nqtd/kgcefZL/CwIe0QPQWSAo/AhzzRj5n5FJzYqZV2bJjO+sef4wTTjyRk1asosjGoBwwNVYwMdHh1V07AZMLzLynlQXa7TaSmzYmqlSDvsl4p9VLFXCZJxT5zIJMTQyahxZOTGM+hAzVWeVi55LsYGaEQeosh9x5Z0XDYgtTIStwIUt0EBYpIiqD6ciTj2/k6q/9JXc/uIFdZcnAOYvASF34vXyx/AqZjwD1yqYKBIHRkPOuk07i0g++nwvefz4j3TYa+/T705RTPSb37EcRJiZWcvwJb6Pd7qKFxwdvJKBqVA5RIyqOWSm+tETv6jK0AQ7LDPQ+A3UzqbbOOStxSxNca0OMk1CUUFjOiwsBxON9oBpERCpi2Wf7th3ccuNt3Hj73/HoCy8wRcVALGxpaz2ybFyUY6eQ+QhQT/YUY5fbXZY8vHUrO3e8zLbtO7j8Yxfz9pOPRzsddLSiNzpNGUvyVhspMkKrTehYemyVDLpMXOD1aqVL2Y0xVlSYP172+pC4wX3I8FmOqSJ7vLOKJHPcmWHGraoKUU/uOlRBKJ1V/cSqwksfKmXrsy9w9TVf57a77uGV6T77ouXe1JXHskyGsMWUwYcj+QHQ5DJ3IrRUGfWe957+Dn7+kz/N+eedhUsZiP3YJ7RaFO1Rut0JfJERsgwXMiJCFWeTpJqrmrGqqGJyZWJdHJ1YrcSyCTPvEhFYJGqcqaYPNbGoik0wC6OH80DV61NVfbZsfo6rr/k6t951D7v7JdNYBGk5or5fMcbhSL5UNEeFCEz5jDJWrHvqGXpT+6kGV/CB886zlU41Pcs8d4S2x2W51WF64xEMLszwnztvrLA1jdsgyRZafaWiMVJWJU5qarlURB2hH5OgVsiSLy1IEKJUOBXyKAQVpqdL7v7Rg1z7f6/j/oceYc+goicuxb2X75i10GA9HMkXgbmtATTS0pJR4NQVY1x56cf4xEcvYuXECD5z0CrIR8cha5PnbUKeU6mkekydyeuuma1Mu8cErpL/YsvxabXSijctxUBUqcR4C31Saq5lWHxw5C6DErZv284tf3sr195wE5tefIFJVUoRKmweILPlPcsKi43kQyNfAjTRUogoISptYEVRcN7pp3L5JRex+qIPM7pqJbTbxKyFeI/PcgvzuZDclCQdHlNUxRt1c1kOoNLEBGAZgyZ6O8B7IXhBY0UZZyX86qQuL4KrIvv2TPLDtev41vU3sOGJJ9nd69PTyCD1XepclOXihB8Ew4nn4UJtqbtyZjAD76gq6PcG7Hv8GbZsfZGt27bzK7/yyxzfHWdaE2usN/1Ly1wUUOM8dx6LoKCUVY8iz2Yp6qJxGIaQ2eiuMfn0DsmSBGJZVwA5MjzPP/scf/29m/nOLX/L5p07maTBzptWu0RrxsJjE0MjXwJq9WYShwoCPZS+wvS+Sa695Xb2lJFf/aVf5O2nn4pXU0pGBMk8FsmIMwlS1pZRtjUnuSqWEita4YNpeVrNZiRKiUTT1cwqz9SeKe578EG+fv13WPvgQ+zq9ZkSYVDnDjN34D5WDRyG7sphQwXECSFGCoWxIuN955zDZ3/mCi78yIcZX7kKyXMkBOMqSX50TCN9rMzf1lRRX0dgqoGR75MkDrVWYGZA8IHBILJp03Nc/92/5ra77+TZV3bQrywlYYAz4p85tBHHDg7mrgyN/DChKOqt4DkAISq5c5w+PsrFH7mQT/3MlZx19tmMT4ybIloIVjnkUr6IGm2FIDPL+GVZJtZbE6T1ClqalqerKqYHAx545BH+/Jq/YP0jj7FnMGBa1HSBLMhv5j3LrHFMYWjkRxmKrTjWJKE+rXAWEUZyz2knn8Rlq1dz2erVvOOdp9EZHU0EQSaroonLpI661IUQMVbEssRFRcoIg5K9r+7m6U2bWHPPD/n+nXexcds2JquYIiekLLO5i/PLfan+QBga+VGHMtfTTWREoniFLsJYCJy6ahUXfeiDXPKxSzjr3HOYOH4VknlKNSHdehQHC4UNyj6xLMlwTO/Zx7of3sfNN93EfY8+wo59e5msIpNYgQMqiCaBrZQuW+eYD418FkMjP2zMvTQ1/0mduOoxgqHgHCPOcfLoKBe+/3188qcv5YILfoLuxCjTGYjPiRqIsUSkxPdLBrsn2fj8Vm6+/Q6+feP3eGnnLqbFMajiTGpsTbo5ky4sc/s0NPJZDI38NUIzahKAtkZGnOekiXEu/dhHufzyT/Dud5/OyMgE3heU5YB9+3ayedNm7l+3gZtuu53Hnn2O3f0BpQhR3BxZmCF+HIdt5IslvxxtNPszS4wzFwfbPn+fA7XbPPa1PK85/XPmPuQKeYyMZIGTjz+B951xOh/6wE9y7tnnsnHjRtZteIC1Dz/Elh2vsK/Xpy8wSEvyVmT92t+Lxa7r4WIOt2Rj25Hei+bxbwojX4pxNj+vqdGKopjxXetEp6Z830yW3zxJvyZ9cf3Z62Xkc85JZguDQ4QsKgWOzFWMtVqsGhvj1T17ma5KphH2VRWVRiqEsu4rieDodfhhZlk2k9ZbX7/6eoIxCNSiX037aF73g7XdvE/N7Udi5LXQQK/XO3QjH2KI5QC3+C5DDPHWxtDIh1j2GBr5EMseQyMfYtljaOSvE0TkKhF5egn7bRaRLxxG+yoiv3Z4vTu6EJHPiUi5+J6vTzuHbOQicqKITIvINhHJjrQDxxD+ALiwfiMiXxCRzW9cd94S+AZwypE2cjgj+T8B/gZ4Bfj0kXbgcCGGt8yPTFX3qeqON7ofbyWo6pSqvnSwz5dqA4dk5CLigM8DVwNfBf7pEo5ZnR6lf09E7ktPgUdE5LJ5+50hIteJyKsisktEbhGR9zY+/5yIlCLycRF5AOgBV4jI29NxO0RkSkQ2isi/axw3KiJfFpHt6bvvF5HLG5+/M/XvsyJyg4hMpjb+4SLn9ZyI/Gbj/VdTO2c0tm0RkX+W/p9xV0Tkc8B/Ak5Lx6iIXNVoPheRL4nIThF5SUT+QEQ8hwAROUlEvp6u55SI/EBEfrLxeX1fLhORNem8HxWRK+a1834RuSdduydF5JeW6lKJyEUisi61vVZELmh8JiLyZyLyTOO+fVFEisY+c9yVg9nAohejqUGz2Av4JPAylkJ9EtAH3rXIMauxzKGngJ8FzgH+NzAFnJL2eRuwDfhT4L3AWcAfY0+L49M+n8OK59cClwLvAo4Hrge+D/wE8E7g48CvNr7/W8DmdDHOAb6U+n12+vydqX8bgc8CZwD/BSiBMxc4r68B1zbeP5uuzW+l9+9O7dbfcxXwdPq/nb7jOeDE9BpJn20GdgG/DZwJ/HLqy68vcp0V+LX0vwD3AuuBj6Zr+o3U7nHz7suGdF/PTOf0KjCR9ukALwI3AOdj7tbdwCTwhQX6Ut+rNcDFwNnALcAzQEj7OOD3gJ9K9+Dn0nf97rx2ygO0O8cGFrXbQzTybwN/2Hh/I/DFJRr5bzS2BWAL8HsNA7hn3nGSLsq/apygAhfP228DcNVBvvuMdMyV87avA/7PPCP/N/P6t49ksAvcyJfS/2emG/8fgG+mbZ8HXmjsfxXJyNP7LwCbD9DuZuD6edtuovGDWoKRfyK9P7fxeZGM6D/Ouy+/0NjnxLTtisY57APGG/ucnfZZzMgV+EBj24Vp21kLHPevgacWMfIfs4HFXkt2V0TkJGwk/mpj89XAr4vIUmpFf1j/o6olcB9wbtr0QeACEdlXv4C9mAGeOa+dtfPe/xHwOyJyr4j8VxG5pPFZ3f6aecesAd4zb9v6ef17CXvCHAy3AieIyHnYqHInZowfFxFJ225b4PiFsH7e+62L9GU+3gO8oqqP1htUtYeN7gud9zaM97T+rnOBx1R1d2Ofx7HRfjHUT4nmOdBoGxH5fLpvL6V7/p+B05bQ9nwbWBCHUsj8G2n/+2VuMo3HHjX/71C+mLkVWg4zmn9+gP12N/6vVHW6+aGqfkVEbsIeuR8Hvici31bVhcJps9W+s+jPe68sMGdR1edE5Bls1PwIZtA/wq7R+akvv7NAHxbCIfXlYF08wLalnDfzvutwk5uiqja5/Ot2HICIfAb4n5hbdgewB/gM8PuLtPtjNrAYlnTh0oTzN4EvYr5v8/UXLGECytzwWcBG78fSpvuxEWarqj4977V9sYZV9UVV/Yqq/iPsx/gPRGQMeCTtcsm8Qy5ufHYkuA0z8tXArWqSaWuAf4GNWAuN5H1sgHgt8AhwnIjUTzLShO5DHNp5PwqcIyLjjXbOAiaOQh8vAR5Q1f+hqj9S1aewJ/dRx1JHh08C7wC+rKoPN1/AV4DLRGSxDv62iFwpIudgE8y3pb8Af4Ld8O+IyMUp4vFREfl9EfnIQo2KyJ+kdt8tIu8BfgGb0O1V1Wewief/EpErRORsEfkScB7w35d47gvhNuBTmL+7rrHtHwObVHXzAsduAk4UkQ+LyHEi0jkK/Wn26z7gr1KE4zxsUtli9povBX+J+eRfE5HzReSnmA0aHGn66hPAe0Xk0+ne/Uvs3h11LNXIfwu4V1WfPcBndwDbsZF+IfxbLGy2HrgI+LSqPg+gFgv9MLADc3uewC7wadhkaSEI5pc/jI2iXeBTmmYqqV83Y0+cDem7fzb5lkeK27Af5x2NR/NtmMuymD/+HewH+DfY9fv3R6E/AKRz//vA46n9tdik8jI9hFi9qk4CV2ID0lrsGv4RZviH5DIcAF8GrsEGyQewKMtVR9jmAfGa55OLyGrgduDU2qiHeOtCRE7DIkA/p6o3vMHdWRKGDFpDLAixfJitmHt1GvDfsPDvLW9kvw4FQyMfYjGsAn4XyyHZCdwFfCaFJN8SGJa/DbHsMUy1HWLZY2jkQyx7DI18iGWPoZEPsewxNPIhlj2GRj7Essf/B9WjHBAfxB2dAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import sys\n",
    "import requests\n",
    "# If you are using a Jupyter notebook, uncomment the following line.\n",
    "# %matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from io import BytesIO\n",
    "\n",
    "# Add your Computer Vision subscription key and endpoint to your environment variables.\n",
    "# if 'COMPUTER_VISION_SUBSCRIPTION_KEY' in os.environ:\n",
    "#     subscription_key = os.environ['COMPUTER_VISION_SUBSCRIPTION_KEY']\n",
    "# else:\n",
    "#     print(\"\\nSet the COMPUTER_VISION_SUBSCRIPTION_KEY environment variable.\\n**Restart your shell or IDE for changes to take effect.**\")\n",
    "#     sys.exit()\n",
    "\n",
    "# if 'COMPUTER_VISION_ENDPOINT' in os.environ:\n",
    "#     endpoint = os.environ['COMPUTER_VISION_ENDPOINT']\n",
    "\n",
    "subscription_key = \"8a2abe4e786c40c1936efe083f794112\"\n",
    "\n",
    "endpoint = \"https://shijue01.cognitiveservices.azure.com/\"\n",
    "\n",
    "analyze_url = endpoint + \"vision/v3.1/analyze\"\n",
    "\n",
    "# Set image_path to the local path of an image that you want to analyze.\n",
    "# Sample images are here, if needed:\n",
    "# https://github.com/Azure-Samples/cognitive-services-sample-data-files/tree/master/ComputerVision/Images\n",
    "image_path = \"C:/Users/86136/Desktop/1.jpg\"\n",
    "\n",
    "# Read the image into a byte array\n",
    "image_data = open(image_path, \"rb\").read()\n",
    "headers = {'Ocp-Apim-Subscription-Key': subscription_key,\n",
    "           'Content-Type': 'application/octet-stream'}\n",
    "params = {'visualFeatures': 'Categories,Description,Color'}\n",
    "response = requests.post(\n",
    "    analyze_url, headers=headers, params=params, data=image_data)\n",
    "response.raise_for_status()\n",
    "\n",
    "# The 'analysis' object contains various fields that describe the image. The most\n",
    "# relevant caption for the image is obtained from the 'description' property.\n",
    "analysis = response.json()\n",
    "print(analysis)\n",
    "image_caption = analysis[\"description\"][\"captions\"][0][\"text\"].capitalize()\n",
    "\n",
    "# Display the image and overlay it with the caption.\n",
    "image = Image.open(BytesIO(image_data))\n",
    "plt.imshow(image)\n",
    "plt.axis(\"off\")\n",
    "_ = plt.title(image_caption, size=\"x-large\", y=-0.1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  },
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